{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this post we want to present [Our _Image Segmentation_ library](https://github.com/warmspringwinds/tf-image-segmentation)\n",
    "that is based on _Tensorflow_ and _TF-Slim_ library, share some\n",
    "insights and thoughts and demonstrate one application of _Image Segmentation_. \n",
    "\n",
    "To be more precise, we trained _FCN-32s_, _FCN-16s_ and _FCN-8s_ models\n",
    "that were described in the paper \"Fully Convolutional Networks for Semantic Segmentation\"\n",
    "by Long et al. on _PASCAL VOC_ _Image Segmentation_ dataset and got similar accuracies\n",
    "compared to results that are demonstrated in the paper.\n",
    "\n",
    "We provide all the training scripts and scripts to convert _PASCAL VOC_ into\n",
    "easier-to-use _.tfrecords_ file. Moreover, it is very easy to apply the same\n",
    "scripts to a custom dataset of your own.\n",
    "\n",
    "Also, in the repository, you can find all the trained weights and scripts to benchmark\n",
    "the provided models against _PASCAL VOC_. All the _FCN_ models were trained using\n",
    "_VGG-16_ network initialization that we took from _TF-Slim_ library.\n",
    "\n",
    "After that, we demonstrate how to create your own stickers for [Telegram messaging app](https://telegram.org/)\n",
    "using our pretrained models, as a _Qualitative Evaluation_ of our trained models. While the _Quantitative Results_\n",
    "are presented in the [repository](https://github.com/warmspringwinds/tf-image-segmentation).\n",
    "\n",
    "The blog post is created using jupyter notebook. After each chunk of a code\n",
    "you can see the result of its evaluation. You can also get the notebook\n",
    "file from [here](http://google.com)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training on PASCAL VOC"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The models were trained on Augmented PASCAL VOC dataset which is mentioned in the paper\n",
    "by Long et al. The _FCN-32s_ model was initialized from _VGG-16_ model and trained for\n",
    "one hundred thousand iterations. The _FCN-16s_ was initialized with _FCN-32s_ weights and\n",
    "also trained for one hundred thousand iterations. _FCN-8s_ was trained in the same fashion with\n",
    "initialization from _FCN-16s_ model.\n",
    "\n",
    "The reason why the authors of the paper add _skips_ is because the results produced\n",
    "by the _FCN-32s_ architecture are too coarse and _skips_ are added to lower layers\n",
    "of the _VGG-16_ network which were affected by smaller number of _max-pooling_ layers\n",
    "of _VGG-16_ and, therefore, can give finer predictions while still taking into\n",
    "account more reliable higher level predictions.\n",
    "\n",
    "During the training, we noticed that the cross entropy loss was decreasing, after we\n",
    "added _skips_ that _FCN-16s_ and _FCN-8s_ models have. Also, during the training\n",
    "we randomly change the scale of the training image. Due to this fact, we had to \n",
    "normalize the cross entropy loss, because, otherwise, it was hard to understand\n",
    "if the loss is decreasing (we had different number of pixels on each iteration stage as\n",
    "a result of random scaling). Here you can see the cross entropy loss plot:\n",
    "![alt text](data/imgs/cross_entropy.png)\n",
    "\n",
    "We trained with a _batch size_ one and used _Adam optimizer_. It is important to state here, that\n",
    "although we trained with a _batch size_ one, which might sound crazy -- it actually means that\n",
    "after we do forward propagation for one image, we get predictions for each pixel. Then, we compute the\n",
    "pixel-wise cross-entropy. So, _batch size_ one only means that we use one image per iteration, which consists\n",
    "of pixel-wise training samples.\n",
    "\n",
    "Overall, we achieved comparable or better performance with the original paper. You can find our\n",
    "results in the [repository](https://github.com/warmspringwinds/tf-image-segmentation)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Qualitative results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to show some results of Segmentation produced by aforementioned models,\n",
    "let's apply the trained models to unseen images that contain some objects that\n",
    "represent one of PASCAL VOC classes. After we get segmentation masks, we create\n",
    "a countour for our segmentation masks, to create stickers and we save everything as\n",
    "a _png_ file with _alpha_ channel, to display only object and make background transparent."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAR4AAAEaCAYAAADHWDjAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXmQZddZJ/g7d3/vvi3XWjKVtcilUkk2hWRbi8FIZghb\nwmPaeHAH7WFowjEQgY2BCIjo7j+Y4b+e6Y4e6HZDBxAOgvZ0B2OiARuzeBMg5E2LJUtVpVKppFqz\nKreX+fJtd79n/rjvO3nezfvyvXyVazl/ES8y8+Vdzj33nO983+9bDuOc4wAHOMABdhLKbjfgAAc4\nwA8eDgTPAQ5wgB3HgeA5wAEOsOM4EDwHOMABdhwHgucABzjAjuNA8BzgAAfYcWyb4GGMPcUYu8gY\nu8QY+1fbdZ8DHOAA+w9sO+J4GGMKgEsA/icAtwC8AOBnOecXt/xmBzjAAfYdtkvjeQTAm5zza5zz\nAMCfAvhn23SvAxzgAPsM2yV4pgDckP6+2fnuAAc4wAEOyOUDHOAAOw9tm647C2BG+nu6850AY+wg\nSewAB7jLwTlnWd9vl+B5AcA7GGPHANwG8LMA/kX6oE9/+pfxq7/2K2CMIQxDMJa0kX4qSqKQxXGM\nOI6hKAoYY2CMwfM8hGEAy7KgKArSJHkcx+Cci2sQ6NrdYOL7bLJ9/Xfp4xI+PcFnP/t7+MxnPg3O\nOTjnos2cx+K87HYMgkHO625b1jPJ7R0U//mzv49f+cynpGt0t2UzjgrqE/lcOj/9ztKQ+7BfP3LO\nxVjQdX3d/xhj+E//8T/j1379M4O1O/WIWffP6hfTNNFqtfB7v/d7+PSnPw3f93Hu3DnMzMxgbGwM\nL7zwAh577DG4rgvGGCzLgq7rXeOYrhsEAcIwhKIo8H0f+XwenHOoqiqNNY7f+d3/hF//tc+I8zVN\nQ7VaxcTEBFqtFuI4hmEYCMMQmqYhDEMYhrHuebTUWBmk/xljODQ1k/k/YJsED+c8Yoz9CoCvIjHn\nPsc5fz2rcdRJqqqu+z6OY7oegG5hoigKLMuCqqpicDHGxN90vfUCorfgoYF4kLG/dbgT4XQnoHdJ\nY2U332mhUEC1WkUul8Ojjz6KhYUFeJ6HN954A/Pz88jlcpiamoKmabAsC67rwvM8aFoyPUkQyxOe\nnkvTNCFUab4QPNdFFEVQVRVxHKPZbCKOY/i+jytXrmBpaQkzMzOYnp5GEAQoFovwPG9Lnrlff2+X\nxgPO+d8BOD3AceKnLIhIkADrOx4AVFWFoqwNalk7koXHoKvjZgfmoBqLrEkNskLTsXeuGa0Jak3T\nhCBnjEHTNLTbjhDc9XoduVxu3b3TGhsYugR/FEXrjxkSd3p+FtLvXtaAqc3pY9Nt6bdwDdJmx3Fg\n2zbiOMZ9992Hmzdv4saNG3jqqaegaRqKxaIQMpqmid+pvWEYdi3MqqqKv+lYetfy80RRhGKxiNXV\nVQRBgMXFRayursKyLDEW4jjGW2+9henp6S7Nh4QV5xyNRkO0kawPuoc8T2X001q3TfAMgkcefe+2\nXVsWPtsxqDfCI49s33NtBiRwoigSqyTnHL7vwzRNhGEIx0kEENDLJFvrt0ceeS80TYPv+119utP9\nu9V49NFHtvX6JJw557BtG6Zp4oEHHsDJkyfh+z583xfHOo4D3/fFpM7lckKr6Yf0e3jf+x7H7du3\nUS6XMTc3h4WFBQRBQk/cc889mJycBOcchmHAMAxEUSTaG8cxPM8TJp/jODBNs8vko3sOo01uSwDh\nQDdmjL9x6bz4O63xpFek7GusnSs/B02wrFUs+3n7mQOD9NHmuZeeR22o8Qx+H1njkXmChC9bM0VV\nVUUQBOuuIqvupOUwxuD7vuAG+r+j7L69E2E1yDWyjklrPBu1uZfGo2DzGo88pmmiNxoNFAoFBEEg\nJn0URfA8T3CYqqoil8vBMIyBJ7dMUziOgyiKEMcx3njjDZw4cQKGYaBUKmF5eVksRsViUdxDvk+j\n0Ug0tSBEvV7H+Pg4AHRpX1l9RO04PH1sx8nlbcH6l9x7hR5GJd5q7Ba/QSCNR1VVeJ4nhHli5wfQ\nNA2KoqDVakHX9a6+yxL8pL7L6j2p/WlV/wBroH6M4xi6riMMQ2HaapomTFbSRnRdh2EYcF1XmDaD\nCjj5HZKZVq1WcfToURw6dAhhGMJ1XZimCcuysLy8LN6rrBXHcYwoitBoNDBSKqNer6NWqyGfz2N6\nerrruYaZW/tK8AwCWbNJazg/aMRxGIaiH0g78X0fi4uLmJ29hVu3bmFsbAxPPPEEgG7eI4ubIqIS\nAObn51GpVMT/ftD6djOg/gnDUGg1pmmKRaHRaEDTNKiqCtM00Ww2USgUhElLgn0z9wMSoWbbNkZH\nR+F5HuI4FuOgUCjAMAysrq4iiiKh0QKJgKRzXdfFzZs38eabb+IDH/gAGo2GEFLyZ7PYVcHDWNbq\nysX36c4mFzCphL0IrG5ho0jfJ39nubnT7eq+3iBPk32QrGYPYibRcRutJmQ+yQMUWDOtZA+f47io\nVqvwPA++78OyLBw9ehQnTpyEruv40z/903WkJH3Smo2u68KF+/Wvfx0//MM/jDNnzghCchDB0490\nHASDXCNz4eFr7nAed5tiNPl830ehUAAALC4uwjRN8dyyAEj/LmsNaTONuBPqT3JZk3mVy+XQarVg\nmiZc14VhGAiCQJhh5OGikBJN0xAEwYYcm6IoME0TwJogoe+pb3zfFwIvCALk83nxTORqV1UVmqbh\nJz70wWT82HmEPIaqqGAM0DQViNYLxX7CaE9rPP0an9ZmdhK7ZUbRIHv11VfxN3/zNzh+/Dje+973\nwrZtEdO0srIC3/fhOA7CMMTIyAiOHz+OQqEgSMN2u41Dhw5B0zToup7pvZF5Ehq8QRAgiiJUKhXU\najVwztFut9fFyMjX2Q1kTUqGbu6HIJugV69eha7rmJmZwfz8PCYmJpDP5xEEgTArSXvRdV1wKI7j\nQFVVGIYhBITMqQEQJhUJAfn+YRgKLyMAIQzoPski4oAxBtu2u3jM9LP0GotpjZbzJL6IhI/jOEL4\nkGakqqpoF71/8n6J+w/xfva94Ekz7DuF3RI8rutCVVUhcJ566imsrq52tevIkSOCvwGSgDPOuSAu\nadDQiqooSqYqL2tOcRzjj//4j/HOd74Tnufhscce64odoYC2NHZTQK/7meH6l7VnRVFw/PhxnD9/\nHowxvPzyy5icnMSpU6dQLpdhWRZs2xbaQqvVwtWrV2FZFk6ePIkgCIR5RNpPGtTv6b5QFAXtdlto\nQaqqCo6HMYavfOUreOihhzA6OgrHcbpc7sTNWJYlfqef6f4IgkDwN5xzNJtN5HI5hGGIcjnhcuid\np2PhyDxst9vI5XJ39C73tOAZBFsRQ7KfQIOEPB7NZhOlUkkMKBIsNEBokMreEbcTWEaRqr28EmlP\nYy6Xw4ULFzAxMYGpqSkEQYBarSbMva0wo7YD6VU+izinv0lzvHz5Mg4dOoQ4jnHlyhXMzMxgZmZG\nmFS6rqNareLtt99GFEWiD0zTFIKDTLSN2gF0B8iSQCDzmXghx3HQarVgGAZ830cul+t6R3JUPwkN\nEhxZglY2ycmMazabuHHjBorFIg4fPizMLTLhZZKcsC81nrTau5576c2bpP/fy/2cvvZG3/e6b5ZQ\nG4TskwcWrarplybfF+gOlszyZgRBANM04fs+zp49iyiK4Pt+l1eCwu5VVUU+nxdqOUWlKooieAUK\nbMvSTGjg0rU/+tGPit/b7bYw2SqVShenIr/DXv200WKR9d7pOzmOZKOwg7T5kfySTZpTu+nZbNvG\n4cOHcf/99wsNhMwdWcByzjEyMoJr165hcXERYRhidHQUjLHEGzQyIjxV1HZZQKQRxzEsy4JhGLh9\n+zZGR0dRLpdx+/ZtKIqCQqGAcrmMYrEo3o+qqsIsovdIBDaZhXRvAOLYKIrgui5830cYhvB9Hy+8\n8ALq9TpOnjyJyclJYe45joPx8XG02+0u3ihrzPR6H2nsquDpZaf+IGGz2lo+nxcDgDGGN954Aw8+\n+CAYY2g2m6hUKoLMZIwJHiINctPSyjko5ElHvA4JyXR8x34DcRhTU1M4cuSIcHkTj0M8F03cOI5x\n6dIl/MzP/AwqlYqYqCR4iPMhpM0fGa7rotVqibQFy7JQKpUQhiEmJyfxiU98AqZpirnieR6q1Som\nJyfF4iKbd71MOhKwnufBdV1hLsdxjHe84x1ot9sYHR3tItPHx8fhOA5qtRquXLmChx56SDyPDPnv\nfmNhl71a2UFamz1/v6KL+BzwWcj1ShPA8zz80R/9ER5++GE8/PDDaDQaYoDSIOsFVVUxNjbWk+PJ\ngpz3REQzcUfDYC+54OM4hmmagvtyXVf0M2kUnueJSVmpVPCxj30Mo6OjCMNQeKKazSZc18XIyMjA\n5qdM9C4vLwtCG0j6nIQL9fPCwoIghAHAsqyuRZw4H9m0kt+bzNtomgbTNHH48OGudBj6rKysgDGG\nS5cuIZ/Pb7hY9rNWCLvO8Qza0F7nprGXBnI/yEJnUCFMGo/jOCgWi7AsC7/wC7+AWq2G119/Xajj\nlHBIq3Ma5Eotl8vCY7OZNnPOUS6Xhct1I7NqI/Til3YDYRgCWDOjs0wjz/Og6zp830exWBTpBDTh\nLcvC9evXceTIETFx5fG90aS1LAuNRgOGYQgSm/qVTCri2iYmJoTgJ+1LbjuZ9ul7EmdkmiZyuZxY\nSMjhQKEBNG7Im7WysoJ3v/vdKJVKcF03s/2b0d53VfCQnZg1AYH1fMdw5CWXfvbmjMTRmfxC1jmD\ntyV5rvVeOPmeWffNel6y3ckbRWHxo6OjqFQqaLfbmJ+fBwBMTU2JY4MgEJ6QMAyF+/bQoUOCtHQc\nZ10uTvo55AlEXFK6ioD8TP0G4iADNT0uBgmjyBRofWhQ6h+ZlE2/G1XXEINDM3SEcYTQiwCFiWuH\ncYRiuQSmKgDnqDcbKJfLXffOakepVEKtVusqTSHzWgC6BJBMPpOGk54jafJa3J8lXrk4jlEsFsV3\n6UVK7tuRkREAEEJWPke+36Acz666Ifa7qbQbkCc/8Sw04CgYbXp6GtPT08JLcfv2bZEUSqt6oVDo\n1DRay0Q+eB9bA8MwwBhDtVrtIrA30gh830e73cbq6iry+TyA7vkhc2j0nqMowvz8PEzTHLicBWMM\nhmEgl8uJ+2wH9rypBex982ivTkhSkSnfh7gHUpGPHj2KIAjQaDTguq7QZjzPE1qQ7Mq90+fcq/20\n0yBTbH5+HsVicX2/bOC1k3Pm0v+TNTCKXKe8rkHNXDkCejudAftG8OzlQbuXuCRK/CPimOJzKH2C\nPFVAQkRPT0/DcRzMzs5ibGwMpmkKbwmZS7dv38bRo0c3nROUxl7qp92EruuCmB4fH1/HsWWNdE3T\nUCqVRFxVWrOVfwIQMVRHjhwRLnvSZglZfZ+Omt4uHJhadzFo5aNBTsKE6uxQuQUyw6j05cLCAm7e\nvClMr4WFhXV82wGGh67r0DQNZ86c6SqW1ovLA9CVukIcj/wu6L2SUGq32zh16pSIlk4LnV6QPWXb\nqfHsacHTr5SC/KKyiNb0C+0VeJYmw/p9tgoU90EaiVxAS074k3NfqJ3kUaFIVdJ0yFyyLAv5fF64\nckm4pGvwxHGMfD6Pubk55HI5TE5Owvd91Ot1tNttxHGM1dVVuK6LIAiEqk8rrpwIefXqVeERIdKa\nNK+sCZYO0kv38XZqQ8O8Z3k8ytnamwUFaFI0OV1HDuhL9xO9Y0VRRCa53B56p/RebNuGYRgoFouo\nVqvC/d9qtQAknNH169dx/fp1VKtVIdhonJDQkR04g76PQeZLv2vtusZzt6yyWZOOPA8USi+HuRuG\nge9///t49dVXEYYh2u02gPUR1RSp3Gw2hVuTarqQELh06ZK4phx3Qh8Kivvud78riju9/vrrmJmZ\nweTkJEqlEs6dOycECRGVJACpzWEY4qWXXsIrr7yCW7duifosVMFuGGyn4B+mLYTNTMQsUIBnvV4X\nXNry8nJXKVO637ACjhI4x8fH8dJLL+HChQtdyZsrKytYWVkRpDWZZ/T7dgv+jXAgeLYIWYLn+eef\nx+c//3k888wzKJfLgnSknJzvfOc7eOmll1AqlRDHMQqFwrrBT3Ej5XIZjuPg+eefFwQxubNrtRp0\nXUcQBCKYT/64rosHH3wQlmXhueeew5e//GW0Wi1omoZGo4GpqSnUajVh/6dD/ClXiNIIJiYm8Bd/\n8Rf4whe+gDAM7yDUYTCtdaeQ1saGbQtpehTZHccxXnvtNUHy07sCurWgzYLeO+cc1WoVhUJBRD5r\nmoZ3vOMduO+++2DbNhqNBjzPQ71eF+93UPNsGPTjCvdmVt9dgitXruD8+fP4zne+g5dfflmYQrTa\nEDHs+37XYAS6PRlUJ8b3fXzhC1/Aa6+9hkKhII4h8pJKFqRBAoVSAcbHx/H+979fBJlRrlUURQiC\nQMSEUC4W5WUtLS1hcXERQRDg9ddfx1e/+lW4rgvLsnaMtNwPIKFFwXeXL1/G/Pw8bNsG0B1Hk46d\n2QzI5L506RLGxsZQqVSE211RFJRKJZRKJei6LspdFAoFYSpv5zvrJ0z3+GjZfPDZ+mCpte97B/Cl\nr5u9j9BG98667s///M8jDENR4/ZP/uRP8HM/93OoVquwbRvvec97hEeCarrk8zm4rttlZvm+B4Cj\nULDx7//9v0O73cZv/uZvIAxDfOpTn4KuazAMHaVSESsrK+vaS5rNyMiISGKk5FKKwC2XyyiVSmi1\nWrhw4QKq1SpKpRLy+TxGRkZgWRZOnDiBQqGAt956C6VSCT/+4z+OYrGIRqPRsx7P+r7un4C7rm8H\nUDzSlX0ztZUt0KzTbSEBI5cM5ZwDMYfKFGiKiigI8a4H34lKqSwWmHa7LcZkVtBmL21L1sry+TwW\nFxdx8uRJodnSjiE01qmGT6vVQhRFmJqa6vKYDYKsdya3PUZ2feuN+3GXVFvGGL/81tpWW9nt2PxA\n2RrB038QpI/JUi3ljGDiXl588UWcPn1a8DELCwvQdR3T09MdgtcXHA7VQyY3N0UfO46DarWK+fl5\nvPLKK0mFuJ/4Cdx7772dgMLurHhaYSnqlTwalBRpmiYuXryIU6dO4fOf/zyeeOIJHD58WNT0kTke\nz/NE8BpVraNdDEiF30xfbpfgyYI6xCaGg5hBpJUC68eZ7/toNpsIwxCVSkWMAyrSpuu64P7SZnav\ne9FxtIAwllQiWF1dhWmaXXE9nHOhtY6Pj2+YHb+ZPpFJeLmtsmPi6FTvYu93neBZj/WTcLP3GUTw\n9DpG9kpQZcCXX34ZiqLgwx/+MEqlEl544QVMTU3ha1/7Gp599h9x8uRJnDlzBqVSSXgv5K1FKFFP\n0zRRluHZZ5/FBz/4QZRKJfE8ssqv6zrq9ToqlQoAoN1ui/aREKrX65iamsLS0lIm3yGXB11cXMTt\n27fxkY98BLOzs11JjZvpy50UPMPsEJFGr3NkYSDu1yGSTdPE8vIydF0XrvY4jtFqtYTJLTsFgMEE\nT3pME9dG75UxJkxvKutB2fObefaNLAs5wTjdBxsJnj1uam0eg6qsd3pOv2uk/0ebubVaLXieh1de\neQWe56HZbKJer+Pd73433v3ud+Ppp58SxKRM2so8ANWHYSwpv/C1r30NDz30EMrlcteuBLQScs7x\nzW9+E08++SQcxxF7JMmbutXrdVSrVZimiUKhgEajsc4dLlckLJVKOHHiBK5cuYLR0VHh4UpjN8ni\nNAYResOcIwsAmohy37mui3w+jyiKumKrqGgYZbzLSZ2DQta05F11SauVSX+qXrlZ9JsfaY2n9wIv\ntXvTrdjjoIknx0HIRO0wkLOU5fv083zInhpVVTE3N4d2u40zZ86IzGAqO7C0tITjx4/DsqwuzSEt\nSKgYOK2mzzzzjCi6DkCQlpTh7Loums0mnn32Wdy8eVMMTrlWCyWZXr16VVSik+sL04cy0cnLFoYh\n8vm8IJizPFRb4SUaBlluejJZyeVM2oBseqa9c7IwoPPkbHAaF9RXFKtFz0zXpdQGuQ8oxIJqKNM5\nm4keT/erbPaRx5GuOWzAYHpO0XOnKxzKn37v+q4TPMNgp9y5xOuQ2stYEoE6MTEB0zTRbrdFbAaA\nrh0mCYwxUS9mYWEBq6uruP/++7G0tCSKdjcaDVy+fBmNRgO1Wg21Wg3Xr1/Hiy++KDKSSYjQ88vq\n+t2KZrMJy7JE2VfKcZML45NQoaBIefJyvpYbRxog51yQ9Jxz4SggTo6+p+hi2eu4l7TBncaeETxZ\nUjP9GeY6g2CnBA95M1zXxcrKiiB78/k86vU6RkdHxUQIggDlcnndNahU6QsvvICvfvWreN/73ieC\n9yhS9vDhw5iensY3v/lNnDp1CtevX8fHPvYxzM7OYnZ2VuwCSuYbaUHA1gseWdu8E0JzK0AxLnEc\nw7ZtEcgnJ9oCEFodLRCyySKbMZZliVIiVFCLahuRYCJSnwQ9mbiyJrLfhL3MWw47X/YMxzMI6Tsc\nXzPsvbceVK+WtrD1fR8TExOYmJjAb//2b0PXdfziL/7voqYuEcAyaGCfOnUKp0+fFqTu0tISxsbG\noKoq3nrrLQDA448/jr//+7/H2NgYHnjgAczNzeHy5cuI4xgzMzNde2FRJbs7SRXIgqxNbdaNu9XI\n5XL47Gc/KzSfY8eO4cSJEyiXyyiXy6hUKsJ0ohQQAF28DX1PtZBoh1by7jiOIzTOS5cuoVqtotVq\n4ciRI/jUpz4lAviyyOj9BFn4DIM9I3h2E1tBLm/mPowlofTlclnUzv3N3/xNRFGEVqvZFViWDvIi\nPqBarQrCkiY01erVdR23bt3CyMgIfuzHfgyvv/46OOeoVCpYXl7GBz7wATiOI1ZvmkRyTMpWr8J7\nYYJRblqhUMCjjz6KZrOJt99+G+12GysrKzh06BAqlQoOHz6McrkstCHa1A9Al1m2vLyMW7eSHVmr\n1SqAJGZqcnISpmni+PHjgvQfHR2FpmkoFosimXe3BfGwuFPOFNgDgodWRNkLkCaEexGVG7n5CIME\nA/Z7+WnyTv7ZD3KbKYHP8zycPXtWBHeVSiVRirRSGRHnatr6jfbcdlJXx87ZiMMYPO54MaAgCiKo\nORX3TE0jb+VQXVzC5Utv4vTp0wg8HznTwrsefCeiYC3NgX4S/5ROTuzn3u3VT1nPv5l+2yzSLves\nu3Bw/OIv/qIImiThGoYhVldXoaoqVlZWMDc3h+vXryOOYzQajS7iV44Otm0bMzMzOHXqFIrFIkzT\nFFHBchgDjVWKCqdryf0lj39g437q1Ze9PHBbYe7SjhSUANsrHmhQQbrrgocgCyD577sJ+XxeJIQ+\n/fTTaLfbsCxL5Ff12hFCRnqVJC8Gebq+9KUv4eMf/zgOHToEz/Nw7NgxESXrOA5mZmaSNI0wWLfq\npusD322gYMlCoSBcy+SRGh8fB5CU+Dxx4oQwQ+UCaZxzYS7T37JnRwaZXzJ/Rt/vN1CwaKlU6vLo\nbSTI9pU7/U7txr0OKkdAg5Igx4AMA5pQR44cwYkTJ8TWKkEQYGFhAePj4127h7ZarcyBkVU7+W4C\nma3kLSQCWN5amPqFvI9UfsS2bRQKhXWu93TYAUGOo5H/t1/7lvpjUMfNvkkSzYoBudtAg1zTNKyu\nrgovCPEsg/AqsulJAosmRBAEOHv2LC5cuIAvfvGLcBwHv/VbvyUKhamqKjLgswaPHFB4N0KOxZK1\nS6qLJHuvZPe57NFKm/v07sgzRp4wep/yThD7dUzTOKONBSj6Op0uIaOfYNp1Uytt0/biFrJMjEE4\nHvn7Qc23YYsj9WuLrNGkBz6wZuoM2j6C4zgYGRkRHNIjjzyCRqOBa9eu4Td+4zeEMNE0TXhhiAWh\nSUKZ7XLd5l7PudmYn82ab+u4iiFSZ+Sgy/S7pwkjB9SRNghg3ffpMSkHJA6SWT7MOx3EnBlGkPXi\ngeT/p0NS5MqW1J+0K4llWV0a5KCa3Z7ReIaN2zkARC4QxfFQ5HEURZiYmBDBa3LUKQ0wKn9B8UF3\nC9J7Ym1liMDdDFkrJA3d8zwRkU3mKAW7NhqNdTFJgwjEPfM29rvg2SlTMes+nHNRSoM0qUKhgLNn\nz2JsbKwrUhroXk1pwMhFq4atD7MXsR/H0l4AjSsq16IoitjXnfMkQtt1Xayurorj5fP6YddNLUJ2\nY/fPgNkp+z3rPqTZEMbGxsSKRFrNupAAthaFK2/mR6vWfi/slTURDgRQf6TNfUVRMDY2JlI/ZAcE\n7XKSDgMYxLTeMxpPFpJn4eA8BucxGEPXh76XP+lj0p2YpVmlO20zKuNaW3euiHwaiqJgamoKV65c\nQS6XE+5zSr3Iah+PYmiKCsaTchEqUzA+OgZD02EZZs97ySr1IH1A5/QC4/0/d6JJyu2QCd70O+9l\nimXdW9YGsriYdrstCn5RrBalTmzEQabjpyilZiuxbhyknk9+Z+mcNfpO3mKJio5t1kzf04LnAIOB\ncsAajUbX970GV1bYAnllNvJUHGAwUCG3XC6HW7duwXEckRk/6ASld7DdJUp7YbsXzv2tT28hdkMd\n36p7xXEsyl5mBXhtFB8Vx7Egp8njxRhDj23m9zXk/t5OHo7q7CiKgjfffBOGYeDYsWMiMXcQQULv\njTEmindtFnfyfLIWSOZXL60wyzPWDwcaD7Ym23YYbNWqQkFu9957L27cuLGufhC5zHvV9lVVVWxx\nfDdrPLIZkRbGW/nMRPJfv34d9913H+bm5rC0tCSE0SAgE0cOahymHf0+aWR5tdLXSyNtVh8IngHR\ny/zYL6D90cfHx3HlypWuDHOZi5BrzRBI8NTrdUEg/qBgu965vLvrkSNHcOnSJczNzYkyHIOAKlC2\n220sLCxsafs2gqwly/WIBil8txnsGVMrHeglmwiDBiUB64PaKEl0o1WD1MhegXHDBBRmtXcYlXQQ\nUORsPp/HG2+8gXe9613C9alpGlqtlggM9H0fS0tLKBQKKBQKsG0b+XxeDHTP85LJoWyNai+/w500\nY2XNYiNdexpxAAAgAElEQVRPy2bblBZW8tiQQTl5VKlxfn4eMzMzG96Pcy6EE+druV5UsoQCPGn3\n2bT2ROeEYQjXdbvMbmpfuVwW3susd0JlVwCgXq93FaWv1+tgjIkkUc65eEa5LweZJ7sqeLZjIN7t\nLtOs51MUReQVkWpOgV/z8/O4fPky3nrrLVG5kHiDa9euodVqIZ/PY3Z2Fp/85CcBJCt2GK+P5dku\nwbkd2M22tVotUX4jjmNUKhWxl5rsOcoCaaiUW0fxM3Ihd7kWt4x0tYFentuNajvL/FOpVBLPQO2m\nZyBHhOd5IqJZTi3px2P1FTyMsc8B+J8BzHPOf6jz3QiA/w/AMQBXAfxzzvlq53//BsAnAYQAfo1z\n/tV+9zjAnYEGEA1MCiL83ve+h2q1ipmZGUxNTWF8fFzU61FVFYuLi7h58yaq1SouXLiAEydOALi7\ny5/uBGhCUiY77ezRb9tgWeOWJ3laUPQSXvTeaI/09DUpSTntTk+3gb4j4UEhGbIwlMNO5E0ABi0k\nN4jG88cAPgvgv0rf/WsAX+ec/zvG2L8C8G8A/GvG2AMA/jmAMwCmAXydMXaK9+jttJdhK7B+Vd6S\ny+4ZZPUTqebtdhs3b97E3/7t38I0TTz22GOoVCpCdabiX0Diecnn83jwwQdhmiaefvpprK6uCu3J\nC9bXe97LGk4aW2FWDQtN03Djxg2cPn0aqqri2LFj8H0fy8vLsG0buVyu57kkbCgS3TAMYQaTIKB6\nQFkLBJ3fbrcFl8c5F2kPR44c2dAUkvkcKgdL1yFBSloZY6zLlKf94gfJOewreDjnzzHGjqW+/mcA\nnuj8/icA/gGJMPopAH/KOQ8BXGWMvQngEQDf3ege9KAU/0BchLwBPTCYUBlmbqQ5pI1Mis3wTf06\nf5iJnLVLkR8GImv4f/3ffg7FYhGVSiXJJuYxojAZoKqugajNtuvAyicTIIwjhH4EM5cUmfcCH+DZ\nvJYcjJcmSjPNQHQmBwcgBZoJ9X+L3MTpew8iZAZZ+HpdN81JkhlL+2hdunQJDz30EDzPw5EjR9Bs\nNnHlyhXce++9MAwDnucBWOOIyEyiwmFUL4h2mpXd67Q7SbptdA15uxw6hoQdaSr0zFnXIHKcxtTK\nygqKxaI4hs6PokhsjUxF08jsIi2vF4bleCY55/Odxs8xxiY7308B+LZ03Gznu76gEgJko+73kP2d\nhKzuTk9Pi1WH7PCtMp1o1aXJld7Ab1CNYqeJ5u0EjVcq4m5ZFr73ve+BsWQ7oJWVFZRKJeRyOZw/\nfx6FQkFoI3KKCglxEkSFQgEARPH/QSCbO3I5D1mo9lvsKMKa5t/S0hIcxxEbEZCQpdo81FbOuSjL\n20sbk7FV7vQ71sHpQQZp9E5jkPiH3QSRibRKua4rQu23ui/pPQ3bB2micy8hrV0P0j4yg+hc3/cx\nOzuLhx9+WGw/DUBkd9MurVRATM6no/vKsVQbBe6lkU7hSIdQDJJ+QZUs5dpDY2NjgjvknIv63HK/\n0T3JM9dv3A2rVswzxg5xzucZY4cBUKDBLIB7pOOmO99l4nd/97Oi4Q/98Fk89vijXTtc7hXsJl8w\nCGgFklc7mjhksm4FyJ6/cOECzpw501UGdFDIQudOBNh2QDY9BjWp5dXfMAy8/vrrePTRRzE6OirM\nKc/zUKlUcPr0aVy9ehUPP/xwV8xUOgAvjc1okr1M415u/zQonIK025GREXEOCVjP81AsFtf11be/\n/R1869vfSfiOO+V4qP3oThX/EoBfAPB/A/iXAL4off/fGGO/g8TEegeA53td9Nd//TPigVZXV8VL\nPMDmQOQyDRBa5cilulWg9/Tmm29icnISU1PdVvReEiI7BfLykEZx+/ZtHDlyRJSXpXQHzjlOnz6N\n8+fPr4sLS3MtaU/WoP0qC3MKAEwLnkGuQVqarLnQ1stELKf7gDGGH/mR9+FHf/RHxN+/8zv/sed9\nBnGn/3cATwIYY4xdB/B/Avi/APwZY+yTAK4h8WSBc36BMfYFABcABAA+1cujRQ2mn7ZtdxFoWVJb\nPi85bmcCr7dLu8m6brq7+gUhyseRek0ajjyAN9uWOObrVmLGGGZnZ/HTP/3TuHDhgtgBVY7zkI9X\nFAVxRpoA8XkyT7AVSKv8/bDROOt3Pv1fVVV4ngfDMBDHMd71rncJfiWKIrTbbRQKBfi+D9d1MT4+\nLgIC09ofvTu5sBaZaINoLOlnkYXXoP1M2g4dT3wPva9WqwXOucicJ4fQZimIQbxan+jxr5/ocfy/\nBfBvB25BB2kPSdak+UFcUXcL6VWZCFAy40ZHRwW/AawNWFrhyTOpa935YeT1oAG73zTc9BhMl5Sl\nSGXG2LrtijdympB2JHucHMcRgaGDtGW7IAt0y7Jw6NAh8fewReP2jOtIDuGWA5QOsDvIGtTFYhGt\nVgv1eh1Hjx7tqhsdxzHq9Try+bwgR5NwiKgrII5C70ul0r5MSE23l1IUiO8iXofGrxzNu5H2ScJd\nzo+izQQHbct2QWivcfdmAFRed5iysnsmSVQuzxnHcVdy2mbqmBxgayAXpSIX6erqKmzbxuXLl8Ux\nMuF48eLFtVwv6f/yR9M0PPfcc3j77bfvijrIpAV6nicSQ2WtRd55Qt7FIg1Kjcjn88jlcigWiyiV\nSuI6uwkSmvQOaR/4OymRu6tvPo45OAcURUUUxZ3gv4TH5hxYWamh2WwBYGBMAecQx2wlv5OeHFnc\nhvx3rw+wsTckfXzWddOgYzZjp2e1Z9BzxLksBlOSn2AxOCIoKlAqF3DqvnsRRj5URYHnulAYg8IY\nztx/P/K5HDzXRRxFMDv1eYnvoD29PvKRj2BhYaFrgm42VEGOnJUntuzZk2NZ5PvIBCppGLRLpnwe\nad+e5wntLv0+iMgnASRzbfR/ImXpfFlgE8jMIg0iHSSYNd7SbRlmrAwCeXMAEkD0XntV9ey3qOwZ\nUyvdUeSepAFrGMYutawbO+0CHpRc3q57y8+rqiry+bx4N3J7OOdi+944jpHL5dBsNlGplERWMx2b\ny+UwNjaG1dXVrojYQUHXcl0XhmEgCIJ1dWtossjCjAhgEgLyik3XSecaERFM2f9kSg3Sd5sh93/Q\nsGcED7Deq0BEHX22K5q532QeZPJvlzDaLYI9rbnRZC+Xy6KmcKvZQi6XE6o4mRaKoqBWq+H3f//3\n8fGP/y+4//778Q//8A94/PHHwRjDrVu3MDU1hdnZWdi2DWDNuTDI87VaLbFPOZAIsnRw3LrUjA5k\nd3Cj0UC73RZmPW0lLQus+fl51Go1NBoNjIyM4Kd+6qcG6jvShAYlz/eygBpmzPU7Z88InvQAIa8A\nqW2DFlAa9t4bIT35Njpmq7Fb9n2a3FcURexcQVoomQMAhKlCbuNyuYxPfOITuHXrJlqtFr797W8j\nl8vhne98p9j5lIRW2uTshyNHjmBlZUVwgaZpCjNHdu1TOykrfH5+Hp7nwfM8RFGE0dFRUbMon8+L\nCF1qB+ccU1NTIo3g0KFDAxdfp7YMKnh61YDaCxhG6+73HtkuDmx++a2L8t/rjpFVffq9H7LcnXT9\nYc2UXtyLHIc0zLW3qu/lPqLr0pY1xE34vo9yuYxms5k5GWQvDE0aOc4EWEsgXFpaSjwuuiViOprN\nJlzXxcjIiFg0OOc4cuQQXnjhBUxMTODll1/G8ePH8dBDD+HVV19FsViEqqoYGRmB53mwLEtM7I2E\n0crKCs6dO4c333wT7XYbvu9jfHwcExMTsG0blUoFcRxjdHQUpmmiVCrBsiwRaEnX3ipNVr4e51w8\ne7PZFGRxv/tkXXMQyP2UHutZ1xhGwGV58vq1lXOO6XtOgPOstOY9pPEcYOtg2zba7TZs20a9Xodp\nmhgbG0OtVkOpVILv+309Emmhw9ha+kWj0cDU1BQMzRTeHMMwcPPmTUxPT4vkUfJ+kAb0xBNP4O/+\n7u/w/e9/H9PT05iamkK1WhVJkKQ1ARtP+HK5jCeffBJPPfUUarWa2A9ezpkiQjeLtKbf05NwK7Vq\nmXzdSewkB3gn2DOCZzvsyGGx2+7LO8Xs7CxUVUWhUMDRo0exuLiIr3zlK/jgBz+IZrOJXC7XV/DI\nHhX6uby8jAsXLiCOY1y5cgWGZsL3fZRKJdx3332oVqvCna4oClzXxcKCJyJfK5UKnnzySaEJzM3N\niQ3hSBuhiFjSILImEu3iUK1WBeckJxfL+8ETCS4LInqm7eLPSGMkL9tOIc1l9TtmmOtmYZh+2zOG\nZC/39FafM0xb9huazabgVFZXV6GqKm7cuIFarQbbtteVs8gCrdbyR9d1tNttTE1NIZfL4cyZM3jw\nwQfxQz/0Q7AsC/fccw/m5ubgOI4QKHNzc6LO78LCAmzbhm3bGB0dxV/91V+hXC53BaKl+z2r/6mg\nWaVSged5wpShiZ6Opk5rP3TdQT7DQBY8O6nxDBL2MYzLvd85w/TbnhE8ewpcEYWwMv4pPvJul3sJ\n09PTiONY8B9RFMEwDCwuLoryGf2QJXjGx8dx9uxZTE5OotlswjRN2LaNYrEI3/dx+PDhrgLjURSh\nWCyiXC4LQtl1XeTzeTiOg3vvvVe4weWYnn7I5/MiDwpAlxOCPnJcTK/g0+1eYPaL2bMb2DPk8iAY\nSJJKq+Zg1+AAYjCmgscKAAVxDKgqQxQFUFQgjjoF0CMPugbEcZhIbG6AcQZwDSGLwFl6h4utU1H7\nBSbK5GbRTjiPc+fOwTRNsePE7OwsTp48KeqqyO27ffs2vv71ryOOY0xPT+Phhx9GqVTqMhnIixSG\nIZ555hl86EMf6koFoL2kZIFQLBZx9OhRYUqlhUCvPsoil3uRwv36rVffyX2wmdU//TeZiEASCEjV\nAymeaRAyNo1BPKmDtG2QY6ia5GYdONS2LAdOP3J5VzWe7Vht0hGhw4CxRBiBxQA4dEMBU2IoCtZK\nj/bUiLYWckT1oM/VbrdRr9dx4sQJaJqG8+fPY2xsDHEcY3Z2VriTAYi9vXVdx/33349f/dVfxRNP\nPIGpqSkoioJ8Po8gCISnhjSK9773vQASc8ayLOE5m5mZwbFjx6BpGgzDgG3bIkZmM/uAk5CSn3u/\nmL7Uxu0OAxkGaS1P1k4HNTsHCX/oJ8Duuu1tZGk8eENiAGrys1PDiCMGEAEM4CypLKcqCoBOPhkU\nKDzRl5LztyeXbLMrMgAhVDzPw8TEBI4cOQLGGI4ePYqlpSWxQgdBgEKhII47fPgwVlZW0Gw28eyz\nz+Lxxx/vKl0he47GxsZE7Mzy8jJKpRKCIIDnJWTyyZMnxWAeNq8ny9096Kq8m6A0gr0oJLNc46T1\n9EraTWuG6VCSLGxXBcItgayCblUS6PqBmWVayYiF8OBcAVhiWkRxBC9sI/LChJANXXBNB1OT3DJE\niaihJ8hWKO8c8uqSDurrBbnuLfE7nHPMzMzg1q1b0HUduq6LWi/nz5/HV77yFZw9exb1eh3FYhFP\nP/00dF3HwsKC4HRIeBhSDpaqqnjppZfwoz/6o+L+5M6maPN2u92ztEMvpD1QQy0ou4T09i97uc3k\nvSRtNIsMz+r7foJ1T+dqbXZFSL/ArPPX8wKArI3IlxCDm62ZaIwxMIUh8DzouoKV2jL8uA3X9VEu\njSCXsxAGHAADAxB3rj9I8NmwEZ9pNXej81iiroli70Ci+dAkKBQKIpuaauLce++9+KVf+iWhBZXL\nZfi+D9/3RXFyuUAU3YviemhnkHRSI5kZmxU69BzpwLiN+iBrVe51XfqZDpLciBfsx7XI5Li8v1lW\nsX26b7+YJVm7GISvGYQLS5+jqqpIG6FdI2heUNuzEm17XXPQOb1n4nh2ClmEZcR4x0/V6WRVQchD\nqCyGH/mIWgm/EUY+/CiEAhWcKUCnGuxe82qlIQ9eWt3kjGPDMMQ2tPLOkGmkJyoFFR49elSkFewm\nZJJ9IwGdnig7bRbRvWRhNYxJvRWg+22UhL0dbbrrBM/6Too6HEzn/7TKxDEUhYEpVG6DI4qSn57n\nwLQ0uF4ThqmCs2TCzS/OIQyAUnEMmlSCmrNEA+qHYQb3MFrTRteSaxvRtSmtgrQk0mLke8peMzpX\nURS0Wi2cPHkSzWZTCK/NtH8r+oS+k4VOv2OyztkpyPtdUTvSFR93qj1yTeWdFL53veBJ9yUlDJIK\nqWoaIsY7NVlCADFMU0cU+Gg5LXAWIwg85PN52HY+yStyQ2iajsHEjdyWzQuRrRiAVICLvFNkPhGp\nSGo/51xoLr00A/k5wjBEuVwWLuTdFjyDnpcWor3atp2QhR+FKRBntpOVGWnH0o12I5HLhWxVH+0r\njmeoazIjibtRGcLQRdtpIgh86LoKVePIGwUozABjHK7bBpC8fF03UbBH0GgCUaggb42hOFaC70Ww\nrRyiiHdMLAagt6rea5BnthVbM/jTRLduJjtc1ht1RDyG63ticMulOYHuok/pdqZJRgoIJA4JSEpU\neJ6HIAjE7xs+M1PBmWSushgKGBTJCRBwDo5OYS5J1K/9loQ9rLU5O8lVZQnHR4clPzvvkXPEigJO\n7oKOlsx4cr7aOTbKeM3yMyW/K4hjDk1TkRWxwjoLHW0RTLFSFFxJWf4kCOg4oHvXXbkwWbo9vbQm\nmbvhnIuAUvpe5qTo/DAMuxJdZU+Y3CbZ4bCnvVo7gTgGGFMBzhFFtOmaC023UK834Ps+7OIIVEVF\nqWAjjgGFKYiCEIWCjatX3oSi6gCvQVNM5HM22o0mTDMHMai4AmD4MpDbDaozMzs7i0OHDiWTYwuE\nPg0+XddFHZ5GowFVVWGaJhzH2XTKAONAGIWS4IkBVQcQg4ElXFwklevoHBZ3CZTsiga8o6JyElId\nCb3WE51dGRCvd35u5hn6uJsZY118GFUvpChuzrkIVaAPaa1yCdJhIWu5tA0PBZWmF5esWtFyKZMs\nonxL9k7f72Ap5ldVVRhG4mXRtGTC1FaXwWMG2y5C15KMalVTEYQOzpy5H1HMwDkD44rIDdpPJaBp\nMBw/fhylUgmGYaBZb/TUxAaF67pQFEVUiiTthjb+G6QWTSIEpXgoDmhKokUyngQsRB3PI+JOYF5H\nKtCr5QxQ1bWJKmsCsnmQ3u5lfWxRjLQoIr0qxpo21Q+ySdqrf9M1jOWSqyQwSdiQ4BnEu9YPpF2R\nEyEMQ3F/irsiUF/KRdpIaJInM11qZNAQgrs+V0usPixx76qKDsvKIQxiGIYFXU+KSFGheVVV4bhJ\nyH8QBPB8R3Aj6byi/QLqg5GREQDrJ8SwwkfTNPi+D8MwYBgG8vm82CGTXPX9IK/qspYif4BEyHDO\nwXi30JF/l7WD9DXTz5n1zImhxXdsUsjCJK1p0N9ysTX5+zt1MtBPeUtquU+ytEbZnJIFTLrfB2nb\nXS94klVuzZ7VdR3FYhHNZhuaaiCOgEIuj0qxhDgI4bZbKOZtNFfrCD0fy4tLsDpmA+17vdMuzzuF\nTBw3Gg0sLy8DuPMUBNM0cfnyZcRxDNu2cePGDVEb59y5c8jn8/0v0ikmzxCD8WTycx4BcSeEHxFU\nHouPEkdAGIBHARCufSLPAYsCqJzDVFWwKIISx1A5h8o5lDhEFHqIQg9h4CIKPTBEYIjEMSqPwTof\nlSeTQ7kDm6tX/2bVfc5azGiRazQaXZOdcz506AJjyf5dVD/btu0uDind5ixTC4Co5Cg/C6XVDNK2\nfWVqDTNJoijoCApSwVUEfoR77pkR3zebdeRyBsIw6mg+CgzDwkptHgrTcP36dXh+iImxyUTiqwrC\nMF7jScgU2KDNveJi6H+94jiG0a6yVH3TNIVaDayPPZLbOWhci+/7eOCBB3Dx4kWcPn0azz33HMbH\nx7G6uorFxUUxEDeCIq+sPAZnHDziiOIAuqKKLPSiXRCR2FGQBLshjmFZVtJmFVBUFVHIUavVsLS0\nJEp5hGGIMPLhdbQzqiFEW8joauJK9gI3yaLXdKiqjiCKkngtJeEKoTDRb4MsQCQs0hORJjOFL1Ah\nNDmMIe3ZIsJW1jioaqPjOKIIP92P6i5ltYm2tqbFKI5jUeMorR3K3I08rmj/dHoGqo80MjKCRqPR\nd3OGfSV47hxKh/NRAb62nY5l5IFYgaUn0p+HCnjEYWg5OE4Lhm4hit2BGftBMUzE51ahlwmy2Wsc\nPnxYlDb1fR/FYhHf+MY38OEPf1jsKroh4ggKYx3noALEEYLIh66o8DwH9doqmo0G3q7XMTU1BR5G\nmJ2dRRxGWFpaQrvZhG3nAST7ugdBgOXlZcE9AGt7yeuWKdpDHrdcLod8Po/JyUnce+odUNhhWFYO\n3ODgcYwQDEzVwZgCxIn2nGUapftF/l+W217+Lr1NTNY5WdeUSWc5Uh2AKIJGgkP2WMnmG12PQiLo\nONM0e9IKxPvIc0HearnVau3tlIndAGNElKHzk0NRNKiKDtViiGMO1w1gmjZqtRrANbFyUkqBrujY\nXARPr7b0T7bbLsj3HdQuT0PTNFy7dg1nz54VOWA3b94URdaztijOmoSCmAyDZEJEMRaWFnH+tXPJ\nThD1OtrtNr5RqyW1njVd8Eq+66G5uoJWYznxrikaLMYReA64lKumaAoct4EgCGBZFtw4SRmJgzbq\n1SbmblzFt771HI5O34OH3/MI7j/zAJiqwSoUwZmKmK+5mWVeZiPBQ8+3/pm7BX96h430hE8LOvqb\n+BnKuyOPYqFQWJfcS9fnnCMIAlFmlpwC9J7k8zYaFyTEGGNot9vCu7mwsIClpSXBJ/bCD4bgycxp\nIFWWQVP1joqqCdU/jgFDzyNfsaDnDJHH0m60oWgaoqyAjmGaNqBZsx24U46Hcy7q/bz44ov46Ec/\nildffRUnTpzA8nIVExOT64uLc3S9j4TTCeH7AZxmA57j4tXXvo8L587j7bffBmMMRcMAj5MAu9HR\nURQrxYRX8B1EoQ9EDK7Tgu8pIhiP4og452i2ktIfiqaiVa/Db+vCm0S5a6auYGJyGsxQ8fr511Cv\n15HL5XD83lMw8jby+QJUZW26JPFA/fPmNnq/8nGkvciu6bV7MWFipTUi0lxc18X8/DxGRkZQKpVE\nTJC8wJB2RNtQq6oK27ZhmiYKhYJwoMjjIktzkZNgaedUctC0223cc889ffm9PV0IrF9yYL/VZlBk\nrcLJ9x3viHSbtTmz+RSJ7YraXdcvPfibjTwX6ckin9vLrIg5ExHRS9UFKArDjRs3cOzYMVQqJQBK\nJxhQaksUw7IMrKysoFiywaIAcRhgdXUVr33/+1hcnMfyUhWe72BpfgEAUDRznbiqAgzLFJMt5AnP\n4fs+AtcVZoRpmlA1hjBcW9WjiCP018wL2gTQsiyh0TJdQ75gw7RyYGqS4Dl26DCOTs3g/vvvh6Lp\nMI1CJ2aIgSEJfuTKmjCI4hhR6IsEUZmbkTWcOI7RarVgWVbmvmByHI3v+4Kvka8jT3wyJ5eWlnDs\n2DEsLi5ifHy86/2S8HIcR8QOkUmm67qIUJbHARHRwBrvpCiKqK2d8HhM9CG9A8YY7pk5Dn6wy8Qw\nuLMk0P3m/dqsx45IRsMwcPjwYfzTPz0LABgdHUUQeLAsHTyQTAYew8xp8NotlPImVqtVvHHxPGZv\nXMMrr7wCxBw8SlJadE1FzjJhmjosxcBIsQLH99But9F2HYRhmFT6M/SkeL2uIw5DRDyGFwZAmEx2\nTedgCoMKwO+Q0mRucMNA5AdrE5nFyNn5pGKjlYeiqajXlvHWGxdx+/pVfOipn0RIEcWKgpiFYEyB\nwtVOlYJkxGTxZ3LfkuAkTiaLR5HNnLSWkza96H75fB7lcrlrWyP5GiQQqAwtecyII5IJbfq/7/uC\nuCbQ/2q1GhhjqFRGxbWJI+q3qO5pwbPfJm4aW+GhGgbDaFJpz1rWNdLfUdBeFEUIQg/vf//7wTmH\nZVmI4xCNRgO2majcjCd1jwLXA+Mxzp17Hd/97nexcPsmGqs1tFrJrqSGpsAyTJQrJSDmCAIPQRhi\ndu425ufnE8HiJSkfip54hBzHQRjEUFQKENU7GkfCWZiWDo0p4FGM0A+EOaYyBZppQums/l7QhhJF\nCDwXcRiBqQoizmBYJm7fuIrvf+95TJ94AGOVEZj5HKJOJHV3Zab1GiYJETJPqGi+XA97o77O5onW\nhJG8y24cx1hYWBDajvxuGeve4TSOYziOg2Kx2KU9ycQ1XZ+OBxKzLnnHiXZD8W2ySdhvQ4F9JXh2\nyywcFr08E4TtEqzD3EcWOoMKnqijhnPOYeoGoiDZCnhxtY5ypQirXEbQTgrLcwAKYjSaTVw49xpe\nfOF5vP3221AQg0eJm9/UdRyenEi8YRxotlrgPELEI9y4MQumJjlMMYDI9+HW6mBq4h5W41AIQdeN\nxaqvqi6iKA9D08C8GH4nujqOY/jcA+K1aNx80US+kEs0gLAjNFQGJQ7hNWu4eukNxFyHduwkDuWO\ngvFOXzEGyheT+6pXH66srHS5obMifdMaT5bmRKYQ5VKFYYjR0VGMjIysq51EgkTWTGjrZmoHfS8f\na5qm8HaRUKF7k/knm4VyLtlG2HXBs5FbMo1eL0dWNzdz3373llepYZBu104Jml7/T7clq13yatcP\nsmcnjju8Syf7ncyJKIpg5Qy4rTY03cDC3G28dflNVKvVhHsJA8Shj9HRUTCeuHV9z0MQ+FA4UCoV\ncOmNtxBEISI/gt8hjhlj0E1DeGEYV6CqHVMmTlZbVVU6cVkqcpYNL2gBSocUNXTk83kxWTQjWdHb\nrWRzQnT6wDRNWIYKQ1XQWq1hbvY6lCiAldORL5WQy1XQdD2AJRPZzNsidoz4JYqKdxwHq6urME1T\nFIGnImnUDtIsSKBnJW2SsGg2m2g2mxgfHxexQMBatDPtZUYaIsX7UIWGRqMB27bXeb3k8URxRrRX\nfdyJnSIBk7RVWXfvPS94DrAzuFMPVhaUTtxkwmsAqqZCMQwwAL7nA5qGwHMQeA7m529jYW4eLzz/\nXX7wqUkAACAASURBVMzPz2N1pZqUWbXzsHM5BJ6fcCu6DoUxtOp1jI2NYf72HGq1OqKQQ7dMWFYe\npUoSY6J0SNogCJAz18wEwABTkufVtIQAbTQaCIMAumXA7OREMU2DCsBSOjEpDOCMIeQKDFWBqiXV\nKOMY8LwAcdzC/I1rWJy9gXPnXsXpB96Fdz78HuSKRfhh1BEura7FUDY/TNPEyMhI4h1tt4X2QPwK\neZSCIOgiamViWF5EVFVFqVSCaZqCBCYOq9FoYHZ2FhcvXsRjjz2GmZkZ2LYt8ukobqdSqXSZVVnQ\ndR3NZlNohnIMUK94HVkQZuFA8GRgv5l0/dCL7NxqUKF3WdVmjOHSpYv40l9+EeDJqu67beHKzVsm\nEHPcmruF06fuQxiGaK4mdZ9nb97E3NwtcK7ByFmdqGJVcBWNRkNoFPVWvTM5AcNIOAcrZ8A0rbVV\nuOMR44oCRdfhdvLKPI7OljRrAXeWZUDXVJimDiOMoSod86yZ1DHKFcu4cP41RBy4/4d+GFahCCgM\nitYtMOTJyVhS7ZGijknbSE9o2rUjrYkCa8Qu51xsmig4q05QXxRFuHHjhkhjkNMyLMsSwmd6errL\n1JPNOxkUiCibYXSc0imkl8aBxjME7kbBk/VzO+6zVtcHcNsOLr3xBr71rW9icXERlpmkK/huW8T/\nNBp1qCzhaWhSJJ4yHYuLi4iiCKNjE4g79Xio1k8URWg7jlj5Qy8UggedErZWzuiqB60oaykFlKEN\nJBpHs9mEZdrQNAOcR2JCM8agmQp01RDudx4zMFXB4vwc/JhDzdl46L2PQNFUBNGaWSRzKgC6BBKV\nEkmD3OpZnFsW1UDXN00TqqqKFIiJiQkhpMbGxrq0Gl3X4bquqPmTFpRpyJHM6WOSsbT5sJYDwfMD\nhq0SOkkdnBiMq2LYWYbZITt9MM5x49oV/OWf/w+0220cmpxEEPhYWarCcRyUS4mWkTNMAMnGd81W\nHXnTQrVaRbvVhOf7uOeeY4i4htV6E47TTDwxnpsIBE1DzDi8MELcIUoBwPUCgCfeosCPYNs2wGIE\nYTLB/CCEF4ZYqdehaYkwrNcbCPw68lYecRzBMnXougrL0FAplVGulFBmDCpTEPEYfsPFSLkM12nj\nK3/9JUxPT2NkZARc1QBNBc3NNH+iqjriOEwEWMckIvJ2ZGRECKO0xpROcaD/kRA2DKNr3/rx8XHY\nto0wTHZJuXbtGizLEt6uXC7XtZeWnCiaBvU1mXPpZ8pSnvd8ykS6I2VCdhCvVpq7WO/yVXvarxuR\nyv3uOwiGIaX7eaSyYop6tS9NJlPfZvWH7C2J4xhQGCIqc0Dt4Hyt8BbnUBgQhAkZGwceNMOAykNE\nUYjXXnsNz/3TP6JRr6OQy2Nxbh6+68F3faicoVVvJyQp0zqkZQgWcyzMz8E0dKy2WrAKFdRaAZjK\nEXAOr8OFhDGHrmvwgrBjdsUIwKBpSbVJU9dRKNhwOzE6UcShaCqiODEbKpUyHM+HYY5gZbWGZsOB\nHzEYigLXC6DpCoKQI4wixFyF4UeIVttg0BD4LnTdBBhD5HmI/AAjloGv/sWfwbZt/ORHPwpWLkBR\nc/AdB8XiBFqtpLKlrphAqEDRNLTbTaysrKDVagmtY2RkJLOIFmNMaG5y0iaALhOIAv0YS9Iorly5\nglarhfn5eaysrODBBx8U15bd3fIOIWlTnIQSsGY+pV39WXvKBYG37jsZuy547mbslPt8uyC3lnEk\nhfIjqcylqorBqGkalpcWsbS0hHPnzuH8uVexsrKCMAzRbrfRarUQBYlHitZC13XBWKc4lRKjWq2i\n2agnWdoA8nYZYCoiDlEjmnOOUqkkuAv6zjAMhB1Bk8/nk0hcnqzonuchcmP4QYSTJ0+iVqvhyrXr\n0HUTfhgASIjdOAwQ8hhMUWHqRqcEri52WwUAVdWTfAlQeVIdjWYTDCpUMPz3z/9X/Mtf/mW0lpcx\nPnkIiwtzsPJFMIakoJkSIXQdkaZg2zbGxsawtLQk+rFXiQyqyyzX0JEhk9kAMD4+jmKxCE3TcPjw\n4b6xNTuJu74ez25CDtzab0InEx3+QmEMaicORNd18CgQJO9LLz6Pi6+fF2VPfd8XWybT6kyglTlJ\nLdAF+VksFjFSGRMu50ajIZIayYtF2dC0FQ8FummalphWAGzb7to9oVQqwXEcNBoNFItFOM5akTcq\nYEamDb0v13XRbDbhOA7a7TaarRZ8P4RuGtDUJDmzVCgijHwsrywhDnx87ct/DVs3UV9awpGJSVFj\nKFZixIhgWEmJEtM0USqVuupS9zJ3qMojlRrpFe2c5fUirX+3tx+ScaDxDIRBTK31gmW/B0AmRdCT\n3xUAYRRBVRQoasJh+I6Dpp9Esd6evYm//vKXBJdQXVhI+AcA0JJ6vpqexM5EnTiSJLEw8YL5Xogg\n9qEpDArz4YYewFTEAFqtlhAsZJoAifcnDBO+xAsSUjaXy6FQKMD3PagKUKvVEIcRdDNJCL158yY0\nTYPjep02aeAxg8YUsHit3ENiokVgDCLZdGFpETpLEmPHRseRy+WQK9jQtERwAkDgtDF/9Rr+y+/+\nDj7+s/8i0QhVA6yTkR4rCtptD3YuL8jhZrMJACKiGVi/zxVtwkhCh2J50uhlKsmJnXsBu67xyDEK\n6YA7OaCJjsn6bKRNpOvIDtomAq0UigIktXzijteDI46T7XAUZf05cgkFYHAzK+vZsniwLG1KDv5L\n8zhyv2YRf3JAWD6fRxxGKBaTLPBWvZEQmR0tw2kmVRpN04TbbkEBx5W33ka1WoWpaVhZWkKj0RAT\niiYJmV1kMti2LVbjxOxi4hgiMhVFQbudeMFarVbX1sxErtq2LQLxKA2BykSQa9qyLNi2Dd/3RXEw\ny7LE8dTXVH+YNB9yJdPYNHN55OwCHN+DG/hgMYdt5VAuFpC3TFi6gcBpIwo8PPdP/wjfcYE47Lwn\nDt/3UCgUhOZGz0CBfaQJye9vjZhONBbSNNPaWXpMpOs3y1UGs8b8oEIpa3xljeONsOuC506xE1oE\nxTrIqjgVyiavgvwyZMJPFgTDQBa82wmKL+GcY35+Hv/0D/+I6sIieBjhD//wDxF2Jvhv/9b/AQCo\nLa9gcmIMruvixvWr+M53vwVL1zE/P4+lpSVoKhM7TTiOI7bBoUnieR5qtRqWq7Vkpw/bhsI06LqZ\nkLcAAIY4ghAkvu8LU4Myqsn8aDQamJiYwPT0NFZWVlCv19FsNqFpGo4ePYqTJ0+iWq3CsizU63Xx\nzizL6oo9ondnGIZwUZOQnJw4jFJlBDm7gGKxjFwul/xfZbAME0W7gInxMRTsHDTO8eYbF/HsM18H\nDwPYpobQdVAwkxpCZGZSTE8cx5ifn+9Zp5qON01T5EL1Gxe9FqjNIq0AbAX2lanVS1L3+t9WIY5D\ngNGWHp19qHgIMI4gDBHzEKpigvO1YDASTrJ3Tib+esVM9HvG7XpKKga1srICXdfxoQ99CIuLi7h6\n9Sr+n//wH/C5z30OM1PT+IM/+AP8t8//v3jyyScwOzuLZ77xNSwtLcFttVCtVlFbqcI0Tdh2AdWV\nZcQxQ9AhpCkvytA0YUrEETpCPELZzsNpNxM+R0/MqGYnYI/6klZ+MrssK3G/x2Bi0tbrddh2Hp7b\nhuM4ODx5CIZhYHZ2VpQF1U0rESy6BoVpyBcLKFgmWMzh+Q54REFyHIauihgixwdUMORtC4CJ1cBH\n4HswjMSc0VQVmm4ib+dgFW1cfP089LyF4yffgVK5gmIun3gMJU3csizUajWUy2XBPaX5GHnnDFrw\n+mn8g46vftiOc/a94JG/7zWZ7xSKogBsTR2l+9CK63keioU8oqh7aw85xF12Z2/U1n6u8az/btUz\nM5bkE42Ojoqi8JxzfOMb38Aj734P5ubmcPXtKzh16hTa7TbKpbwgjz3Pw/JyUgWwUCgAcZL9zVUF\nkd+pLBhzEbhHZLGumWumVhShWV+FpmnQmSbOoziWtDlLpUs55/DcJGraMBJvVLVaRc5KhJuqqnj7\n7beRz+fRbDaTiGF1bbM8y0xKYQRBUnJVVVVE8dq9XNdNvGoxh2ZaUBTAD1z4lolSwYavMIQBhSqE\niGJAM0wEnMMuV/DCd5/HpYtv4qmnfxIjlQoUq4AoWiuiXiwWUSgURCEt4q7S718O4JM16vTYks/Z\nqnGx2evuecHTFTuySWyXu5qEB10vDGOoKoOqaqLMYz6fh+t4aDaoRMCagKHdA2TtJ93erIGSde9e\nz5zF7aQ5nI1UY3nAAompRR4iAKi32pg4NIWTp+7DlctvwY9CxDyAHzh454P34X/8+Z9h4fZtvPH6\nOZimidrqMvzARalYQW012RVB0821e4QhdCUhbT3HTfrQshBHAQw90RRs24ZdSLKhW41mUlw9ChHF\nIZjKwBlHxCO0nZZIXtRVBaauJbtSRD5mb1xHs9nhdmIOu1DCles30G624LTbiMM4CTsJAcVQoCk6\nojBEfXkFqtrpxygUGlYUhF1Fs1TfhaZpWA0TDipn6shbORTtfCIw9SQmxlmpgcfA8tIKCpURBI6L\nv/yLP8fPf/KTKGgG/CASvI7CEy8h4wos3QKi7rEsCxn8/+y9a6xtWXbf9ZuP9dzPc859VVdVV3W7\nbbftdBwZ4naTRCECISGiEAQJHyIRFFkCQZQI+ECMkBASX0AEYizxBQUECCmxIJIjCCayIDzibscW\nHdrubtnVXa533ed57cd6zjn5MNdce+1197nn1K2qrio74+ro3L3Peq85xxzjP8b4D9hr/jceE+Nx\nMpYxjjr8/qbzZ3ye6/CcQ3Kt4hFCvAT8d8Bd/Cv7r5xz/4UQ4gj4m8ArwBvAn3XOXXT7/BzwF4AW\n+MvOub/7ga/sE5Sx+RrM3qpqMMZnn9Z1y2q16duEjAv4YL+NCTxN6PQs+TDW2/O4nyFn5eLigldf\nfZWmtRznCZeXl7zyxS+wOnvC5+79QSZZynpzyauvvsJv/IOvowScPn7kn03TknRFomVZYh1ILdBa\nIaynjZACprMJCq+g67LCOYUxgjx3pNmEPM99VXWx9UCzUlgnEHi3TCGQDlIV4Yylarr+3x12ojru\nHaUUxWY7yPfpyLekoG0sTnoLw1lBaw1SNFR12YflpZRoIanbhlSkqEhjjQeAbWv7yvdNsQXR1acV\n3XM3FpzAGcvle++gdcyirPjFX/yb/NP/3J/i7gsvooSgdY6912Sdr/ly9ORin0W5Ki0gyE1UVQv8\n2865nwC+BvybQogvA38F+BXn3I8C/zvwcwBCiB8H/izwY8A/C/yX4jOaxBJWgZAmHmpawme/wkV7\nHCfPijTdBJy7yar1QWQMDF51DRcXF33Nkud3SXqlqdgpshCp+r//3v/J5flFj30AfYuUAATHOtp7\nJsNzh/sMIG/TNKxWm56rJrRBnkwmTLOcLE397zjx/dOt6yvjdbcwBHcsvKPQlhd2VgKBplR6rKSs\nKqrG5/A0TfOU5d0667ftClzH1mQIv4fFKYC+/f22hqarLyvLkvv373N5eQ4DutJhGUI49mdJ6dx0\njA3lWovHOXcfuN/9fy2E+C7wEvDPA3+82+y/Bf4eXhn9KeBvOOda4A0hxGvATwO/9ny39cnJOCoV\noh1hkAx7ER1SrWGQhv2HIPNVchMc6CbXfej3+DxDeeGFF1iv1xwfH/O3/tbf4k/+yT9FWZY9Cfh0\nmiOFoyxLXv/+9/n/vvVNtPSWSri3EOqOooiq8jSlFj+x0q7IkAHQHOuI/ORWT+uw2axZr7c8fvyY\nWGmiWJHGCfPZHCEUmC6M3vH2VFVFudlisERaE0cRwjqyLutYCYkwFte2tM6STyesVisskiRRuC77\n2AqHbRucqVBKEsXDKvW0v77WGLQT2NZgnaWqGp40Z6Rdr67AgWNMSxL50LpSEdPFzHM4O4t0MElS\npnmGtc5nhOMQQuKcxYnOcv6MKZ6xXJes+IEwHiHEq8AfAr4B3HXOPehOfF8Icafb7EXg64Pd3u2+\n+8zIEGdxzvWN7UPoNXCNhMnm93maemJc8TsGCJ8lHxUweNPjvPXWW9y7d48f+ZEf4ejoiKZpmGZp\nr1jLoiBLYu7eucPP/9W/Sp5mnBwtePDgAXmaslkX3Do6Zr3eYo0h6aydqq0wpsE2/nlmHbm6ErJj\nC6xplcJZQxxFzLKUYhNT1QXbzRZXt5i6IY29ks/SlPl8jjExsVrw8OFDb4UpwST2OIwVgijyeFIc\nKwpTY5oWJyVpHCO6d1ZUDUpCrHz7GqcSjyfhFU54t0Vd9WUTcRe5jFSE0oJYR+hIUW63OGeYLuYc\nLU/AWiQCheB0dYEQJbfunJBnEQ/vv89LL3l+HBkpjPOtkx3gXHBRPkOa54B8ZOCyEGIK/I94zGYt\nxFPlih94pvz8X/uF/v8//dU/zFe/+tM3AlYH13TtNjeVMXg3ZO4PZNchlDm8xp1p/nQ30KECCun+\nw6jY0MQet3+9CjiUnct3iJVu/EzGz/KQqxM+z+dz1us1SimWyyV1UdI0gHBdTk6ENQ3/x6/8Sh96\nDw30tPaFniG6NQSpBQ5T1ZhuJd9crtBdSkKSJGipaI1X7J6+VBErRzbNOZp0DIFti2sKlLW025pN\n4+lUo8mUL3/h86hI8/D0CZvNBit1nyDo962YaEEeJRipMYnP2anqFqUVtguVCyR163Cua+/StNRt\ni3WO1u3at+SRT1R0pqWtG4wpcS4h7iwjIQRCaaRySOtxnx9/8ceo2wYjIIkUv/nNf8hyfsQP/fCX\ncM4RJSlSpr61kvCuqbkBjepNo03jcTD8fBXY/CwZjrXhcb/+9W/wjW/czLG5keIRQmi80vnvnXO/\n1H39QAhx1zn3QAhxD3jYff8u8PJg95e6756Sv/SX/2L//0M3PiQeGvrXH7UMzx0wgqu4cD+MDBu3\nBVchiqI9bpaPIqX9eaJ9Y9/cU0r4EHVVFCgB3/rWt/j6179OmkS0pbdIfGcIi+7C5KZpMW3bP8c0\n0zitEM6SxXHX97xTnE5jm5pIKZ+MJ2KEcDSVQEoP0DrhkNqzGwqhwTmE8GPBlisev7fm6OiIF45m\nXCrXF4/qAaWoMQaDoO6SEZ2QGClROqJsatrWh+ZjFVOblto0tKbBAVYJIq1xUiCso65bnPMulW2b\njpC+IYli6rpFKMm2apHCIY1jOsl8acUkReK4vDgnnUjOnjwi/4mfoOwicziDQ4EEwwhw/ozI1772\nM3ztaz/Tf/5rP/8LV257U4vnvwa+45z7+cF3fxv4V4H/GPjzwC8Nvv8fhBD/Od7F+hLwD254nj05\ntEJ/HDJ0iYYg4y4D+aOpbxkSQ4Us1JAHE6IoH4U8b5pBeN5CCKzxeSQhPf/+e+/yP//SL7FczKiq\nis3W88iE7FshPKevMa53z6IowjQty+WSy/Nz2rbl1vEJpm5Yr9c0ZcUij5HCIpoSqTVZGhPlE7RU\nOCzCgDV1HwWRCN+ozrZ99EkpSSot01tL6qLuwe5gURpjfGW4ighJno1xVE2NNSmts9R1y7qxlK2h\nKEuqtsHicEqCEDTG0BhDK0Kfd4fWEUpJmqqmoqZqPH2rjhKaumWee4bApmmIWs10MePJ2SltVfP6\n977PV77ylZ561JNLGJzb73T7Qd/hZ0VuEk7/I8CfA35TCPFNvEv17+EVzi8KIf4C8CY+koVz7jtC\niF8EvgM0wL/hntP/GSqdq/JePgoZKjjnXO8qhBwcYz4axTNOKAzRl6FVd6jw7wchY6svWCx1XVO3\nNd/+9rc7Aq8ptq37OiMtVR/JkQgsru8thfP9sei4Zpyx5EmK0T4MXoqSSCm0tCjpydolDoEj1gqt\nI4STxDoD668n7ixEYU3fqSGAv845oixlNsk7KtNdwafFoaIMKX2MrmkMTkBZ+8r09XqL06Ban7Co\nOsXTOktjjU+xHoC+1gLSIazF4tBi50orpZkscmZZSp4lKCVoqrqzvryle3F2xvvvv08URcyPT2it\nAaFAWHCf+Uqma+UT7ST62ve++7Gf52Y5M7bHb8JqHZLGfHHj0zkJwQoKRspQWTm3I/gO+w4b3AcZ\n+tfhJ2TqBqUXLJCwcmP3CwefV/YS1OjO4Ty46ZxDOu9uSuH45v/7a/zKL/8vKGfRwPnZGXVds90U\nzJcL3nnnHSaTGVVjqGtvKRXbEicccSJJdcRikhEpTa41WnqiqPXmEulcx0IIeZogFSymsw5T8mH1\nGEHSYTfggV+p6Fnz6rrGmWCh6j7ZL0TYwG/bdq6WDNSnnXIBMMbx/vkFZ6stVdOy2mwo64ZVUbAu\numMlKbVT1K0F6Who2a435GnMPM8RDrI0Rkq4dXzMrVvHPZ2rtZbpdNopxIiybvnil36IP/CVn+Sn\nfvpncFGEU5q2y+Nx5umxEn6PgxXX5YfdZJtD4+IqGRsEV8krr34J9486iXo5/KDEXg5IsDqC2yXG\nj0nYPaUBoHSXEFfvGOTaVqA7SohhK9ggQ7a54GaFyRTA0b59S7D6PqZqLdG1axbO+EXdCpq6ZLtd\n83d/+e8gbUuep1SbLbHSrLYXxFqBs9y7d4/T03NMbTBdBbtUgjiOsK4iTTKO5jNiKbBlyXI2IcuW\n1PWCzWpLEkUo4XGl0Ckl1RqVeIU0SxLSOOldqwDihsVBStknJPb3I3bN88JC0tqu5kt040AKauPx\nqLquifOMu23DxcWKVTHDWKialsuNd73uP3hCHMUUVLTdpI+P5pi6oa69BTiROVkiiGNNURScnJxw\n584dnHM8evTI16XVDTqKee23f4eiLPnHvvpVqroG7WitQEiJusLouSo48CwF8IOAK64651Xy+07x\nHJKhpTEmqhJCcBXE4x+uVz6tqbtJsHPRmsb0xw1ETk/vv7+ahd/jRLXrVpfnuef+/+Gf27lJdV2w\nujjnte/9Nk1Vcryc4azpeWEW8yVpllDUFXXVsFldkmWTLi8FtIBYCiKlOc5jjrLIWwTZDK0lkYJs\nkjONki6sXkJrmMynSOG5adLYR5gSFTHJEsrSkSQxk0neP5egfEy7o1YJz6/Hmbp3QOufY2tN796G\n7aMoYhELlnpGLGCapygZsd5WZNGai4sV0a0FG2PZFpZ1WVEaS1nUWOezbJ1zrDdbXn7h877yPU54\n+823ePXVV5lOp0zzCW3dcL4+I4oThIp4+OABT548YbJYgtX47G51Ja54KM/rqkk+HF8/aM/mHyme\nkRyKGg0rfw+FHZ/1CMMAruvaUz+UDdPptCfzdo7ehRtbPAF/GF/XEP8Zl11o+dGwyB1SPOF75xyb\n1SW/+v/8X3zvtd9hu15zspxRFQWzib+3O7fv0jQN7/7Ob6O15mi+8L2XnCHSCUJIUimYpxG35xNm\nkc/dmSQxSkuiqGsbXLY0VUvSFZOmWhMpTZxoj+soSaz9gjCdTvtC0OGzEsLXOoXPSqkdBtWlRggh\neoVluizkxrR92LptW2Rn8cZHRx0FqqZpDGcXOdvlnKIqOduuWW8LTi82nK7XrJyltgLjPBtB1dS8\n8847vPzyy5yfn3P79m3eeecdAJbLJVEUcfv4hCdn5xwfndCYlrbLnBb4ynfP9XQ4fD5UNmPFcii8\nPt7nB2X1XHeeT43ieVbuzrN817GMiyyfte+umJO+6O4QyOrcqOhSWLQOKfmm75FUVRVZOuH8/Nyv\n1EnWWzqh7UjIfA5kWOMVbGhxjYFo51wfAQtW1bMImYbW0k1ESonp6BYePXify9PHNNWG5WKKMy3W\nthwdHVEXNQ8fPmRb+artV156mYfFA7SSRFLuKCKE4YXjBS/dPibVEbGOUAjSJCJOPcH7VjaYxFCW\nmvPylGKzxcYaJXPy1GcQa6mIlOwTOIclK97K1LRm/xmEzguh9EJKiRO6UzB+jETOUpu2XwCaraej\nSKKYxnhXV1rDPE/IEkXTxCwXOduyYp6ekUeSy7TlbFuwqVpaoTGm5fGDh2ghuXPnDk8ePuLk5ARj\nDPfffc/3ssIxm085P33MbHHkM8bv3EFIKJqGSIin8gcPvcvxGB+307kKFxq/8+GxD42l8fgZ54Y9\nj3xqFM+z5HlMxasm3KGHFiZxOM8hEHj0xQ7UdF55Na1v22oHZOhBuQWXIESJYKfonnmeAxJIq4b9\nl8Zh+OcZDOHaAtZz/523eHT/fc4eP+LevdsUG0+0dX5+DlLx/vsPqE3LNMvZbjY0VYVrWm/NCEiT\nmGmmuLWYMc8zEuUtmTROvMKII1SkOTqJel7jKNK0TdVxIJeAJUkjpnlGEkUeC+qUjhAC1f30BZoD\nWSwWAHvdGYzr6uuUt6DqtkE63VuiacfH07YG1/iFQkYRuusHVhQFkZVksSJTilRHvP/4FIzFmoam\ntVTWgNY9r3Oe56xWK8Arw4uLC5aLOcIasizDupb7777D5158CSUV0zxjW1Y9bcdYrsNrrnO/Pi3y\nqVE8N0Hbb/Iwr9PG4e9j5fJBju0YshLanq+nbVvKou4tl6FJPFyJgnIb40k3uY5hcmP4/EGPMd7G\nu1m71bGqKt577z2enD5is1mjo7uYxivoi80lSvoeTrVpyeKot+aapkGJCOEckRLkaUae5yRRTCyV\nd6E6i0/JiDhKiLO0L7ZVCC4vzjww3Dad0tZ7FmFQ4nuucfgZSFDQzrneSiJAbNLvlyQJyg2shO59\nybZFNDsFr6MIqTzuYoykbS3OOGaTnLppMU7RYCnbBllCVdm9Lp4h4mmtpSgK5rOcLMu43GyJooh3\n3n2LL2+/wixJd0EFuV+dPl5ID73jz4rSgc+A4hmaizdVDsOBOpZhlfguj8buRZgO+crht3e1hiUP\nPgpWVr6FS9v4nJX5fE5Z1nvXMIyyDFvLflDgeOh6wa739qFrv0rGiieUPrR1ycXFBednTyjWa2aT\njCxOMHWFMx7LWl2e03QAbVmWOGuJlMJpz0+TJTHzfMq9O7eYT1LiOCVVEVoppFRIodBxTJSmKnUm\nswAAIABJREFU6DhCxxEnt2+RZQkyktTllqooKcstrTE4DM4ZpPTpC0oFAFl4vusDOFx4v4EiVSmF\n6MDlgPEgQEnVv0sjfXPCJElJhQBhKTZbb6UqicERS6iLGmFBziR0DIplJdFInBI+NO58HlM7qHiP\n45hiu+X+/YYXX3yRuq5ZLJecPTnljTfe4CtHJzRVRZJm2JHreFNlMtzuBxnF+qDyqVE8z5LneYBX\nvahhZCmEzq3dWRCHFJx1LbgBGZOwxHHUfzbGkaUTdNfmtm0tm02xx70csKchL/MhUPu6ew0g9dAt\nHKYCfPBn5QDbu26bzQYlfOeDsiy5dfsYZyCJUn73d98EJG+88QZ5klO1FVJqzi+ecLxcegqLNCHP\nEmZZyvF0Thor4s7S0dK7lzqOSLOMKM4QEoT2+E02yXkp/RyXZ+fUdcnp6SnCdf23BsmVIZzu71eB\n2FHS9nfVPQ/nBNaCwWKtt34iHfXJgbp7ZkrHyC4g4MeGP06cZJTFhriqPDn8dkskIyIVsY1KQNI6\nS9U2FGWJ1hI2ddcZw2OBxuwWnbZtkUJwcXFBFidcnl9y73Mv85vf+hYvvfoqk8UxbVsjpUYOUmAs\n17MV/CDB4w8rn6jiGYaJn7IqOKwEhttfVay2Gzyyd4Wc25VChPApQNPUe6Hr8PdwHf4cPtIglewG\neGhUH5SGZykUQmMMCCE76//prqjDax0qpaAQD3H6hP9ba1E6pNSHYlOQUuxFcQLo7M/vJ9zY1QtY\njpMOKwQ6VrRlibCGi0e+Md/te/eQOqFoDJGMef+9h7z44ovYpsVGLZEUPHn8EKUkm2LNIs9YzKfM\n84wXlkec5BOU8MyDoXuD1AqUBCVwtCgRoZA441jMjrBNQx5lFEVBHntq1ba69JFDUyG0pGo9AB4J\nz3PtrEAI/26t850ihI5wQiN0ZwkCmZZYAcb6tjZKKIyzIDXZbIoxvrNGcI8Cb3YaZx7j2a6phaOt\nDBJPNiYWMwz+HV6uV1RlyTQT5MmUzeVj5rMMFQkQMcY1RIlCKkXTGKZJjnWOy/NzKuvYbNck8wmJ\nnmFrgxYK1/EHKUTveu3mx36EUwauoX7KDD/vW0Jjt/zZCu3w355lqX/qw+kftT86nORh1Ru6NWOr\nIEzo8P+xsvOTOXoKn7nptYRjDD8Pjz0873ib8b1cVSgrpezzVeq67sHSEK0Z5wRZa1FiPyTbdtGd\nb3/727z5vdeZzWbgTF9PdrnxbWnOzs5wzlEUhae+6GqnJnlKriWTNGGxmHP79i1/XkdfBKuUQkcR\nVtC7uUPrZQjER1HE0dER2+2WWjva1hdzWut7cAkhMNoRx4G+orOA6AjQQ7RmGOlREi19N1TjBEKC\nQ3na0W4xCgmKIQgQrBSllC/8tJ3SjWK0jIjqCmOhto4oiamtwV6eUxQFWiq260uWx7c8/YcxZJO8\nfx91XTGfz3nvnXe5+/LL/Na3fpM/8cILuLYBrk+beJ65cxWMcNXfb7LN81zHp8Li+aiVz/CYQyB2\n3HB+qGiGkzD8bVe2cPjar5OxpTPeZ8jLPKxOH7fKuc4NG/M7h8ZvYbIPq+zH+Ff/21rauiFNU157\n7TXqomA6yUiShHfffZezx09QSnF2dtbnxjhnmc2mpFnMcjrhc3dOOJp4iyfNYjKte1A6uJ0BUxu+\nn6B4pJSoKMK0rsObPJl7FnslEtgR+/B30+Cc6Cv8lVIgOjZAKVHSW1i9S9xaiCRCSSIV0VpHHEcI\npbEWokj2eFkAp2FHWWKdb4/sWksbNWgdo7ZbjIVWOOJY0xpDCzysGyQlwsEs9wRkOkqYzWasL1ck\nieoVbdNUHB0teP+ddym3G3RsyaLJUyH15xmDY/lBKZ7rXL5PvBrt47B4YDfRh5ZO+LkqjD1UPsPP\nQ0D6o3jZQcbuz/Daxxw+zzrO2IILLtywH9jw2ENlGyRM3AB+Z5mPSIWGeEDHErjpFaKUkmmekuiI\nLI6YJhl5knYV6/v8QmMZKp5hBChc87BezUfAUuIo7ZITRb9voFkd3ttQmQdLqmkahOqep/Hug9/O\n37cHsSVNa2mNw1NzSawTWCdw+DowhMQJr+DCNSol0FqiI0kcKWaTnEmeIRwY0xDFXhla16KUoLVN\nZ/X4SGAcd722sJTboqea/b0sn7jFE6yCYVRmbCUcUgbh78PvgwxxmsBpO3Q3gH5SD/s1BUUwnCxj\ny2B83kPnH2+3jzk9fbxD7lW43tAwMNR6CbfLCRq6iUMJiXWhFGHYqK6/1/AMRGd9CJ/U+J3vfIe6\nrjm+vUQr/yweP37M5nLF5196GWMMy9kcpX3L3/nEV2HfOlqynE6Z5Rl5GpNnCVpIpItI0xTRPW9j\nDCrSe/VwzrkeU8EYTOvD87rrPyWdoK5b0jQny0Tfi71tfbW3c2ZX1d/l9PSLjtvhaUIomrb1+JKz\nCBXRmBbXgIo0VdsSCYGp615p+er8FoRAqgjrDFI7MLbPop5OfWdRgHJSUpQ1i3xKkW9IJhPK7Yb5\nNOd3336L2WxG01ZMZjmrizV1XaK7hM3bL75IsVlz+9ad/v2aD8BDdcgSObS47Y/VfZjhEEm7lPtq\n4iqr+SrI4JB8oopnOMEOyfNaQ+M2t+FYwf0IOSdDTCGO4w+E33ycMlZyQ8CZbkINLbmwz/An7BdF\nPkEvTJK+Hi1Ew6TfdrvdQlf6ked5V/9U8/bbb/f9qyaTCXfv3sW1hnySkWhBJGA+m7CcTlE4Uq1I\ntULhgfs8SX1IOzTwwyG06t3eoig9E2FXA5bFMVqJrpNDZxlYh5IaHXnllWWyj+5Z23ZWTVdvp3bF\ntjiB67LSwcOrWseoOEJpT/qloq78QmqkpM92Ds8+PMcQZHD4nC0ZCZLespK0ZkbVeiUohSaJfZa0\nkfjIWSQ4OTqmKDZkWUbdlDgMCIu1vqFiXVacPXrM7dv3yLIYFX14h+Qm4PFw248qKnbdcT5xi+dZ\nMrZ4bvJQAsaxwxR2Gj/UVAUFM4wChYceFNN18lEAbM+S4X3vBr4/b0gyG0e/xqtZuJ8sy/rM2wDo\nYu3ecwjn8R0mMk9u3tQ8ePAA6HJVypKiKMi67GOlLNM849ZySaIkyzwnUgLhHFLBJM3Q7EocwFO3\nOnaDfDKZ9Nec5zlNWfaV2eGeTWORsmtnbH0+T7g3CB0+9hvdGWMQyL6rBICQPkpknfCE7GmGE+CE\nX6ik8gppiO/EiUQqD9w3ovSRI+ewdYVrQXV5XFmWEptuu8rS1jXzPOOiKLDWUJQViO5+TMNqtaKt\nu+iZ0EzShLLY8O7bb/LSy6+g9QQdxzh7c/d+vN0YQz18nMPRrg8rn3rFY4zpWeyu2ib8vslDCdbA\nGMgc4j0hgjEGmofnu04+qhd0SIYKZPhcrLW9ixQ+j3OBgvs1xosCWZYxhtVqRRrHvthS7HKDnG17\nRdWUKx48eMCjR4+Yz+csZ3POzs6Yz+eoDvVMkoSj4yXTSU5kLbGWXQmDRTgLPI1P6Uj3hZkeU4r7\nlrx9WoHz9xgUoIzoLQ4lI398EXA7OhehUzzKj6W2qkjiFCVVr6iV1oguYZDuWbXGIpRDx1H/7ILb\nF0DmcO2t1B1PTjehhQK8y5XGCU50wYHa4oT1HMurNdu2RnT9uYSWXKwumUxmNJUnIcuzadcU0mJb\nw3KxoDY1nub8g42bQ+PoEGQx2Opa5fQ8Q/1T72p5HKLoX7DWctclMooIGtnf/H74ObgFVVX07lXT\n1IBvuge7cHpY2a8qwhx+HhfbHZKxWzbGpmDX5ymEug+VaYzBXuG6W+7emxJy72/dFSOE7DJ3991K\n1WUH76JiAtOBmVGsUNYhZNdGuG3J8sS3XRHCV4JLicJwsS5YnW04mh9hnKNuPem9EpApzSJJSROB\nFn4FT7RXIDqOmU7mpFns6SeMZ/CLdYoQsucTFlJju4pu6SCSClO30DqMcH7BkBJnBY4GqQSI7nn2\nkaqdC6qVHrhGncK1jrYM1q/yGefWIJTyCqmpMa0PjSdxhFWCtqlIkoQ0SXra1+22xrQ1wrQQLESl\nMLKGWAMGJRKsNUzmnhp25iaISFNbg2gjpNaUrWG6XFBuK6pNRZJkPQaZRjHbqubs9DHnjx9x9/Nf\npK1rIu2jX0jfaXRv/FzjiV2lcPYtmyGe2TErjkRKN/q8G5NXBRCu8xo+ccXjLzrqQEKHEJGfIB2x\n1hDDEGLX0QG8kmqaqj9W0zQAvTXjnKVtPxxT33XXP3aHxtZGUFDPix1dB0aH84TVOlRl7ym/wLUj\ngjspwWjabnVPtKKpSyZJgnMG4SxVV6mtVNy1qDEo7fEWK6wnDBMRzrbUtUBZg9IxSbhf4wnam46B\n0TmHoZu0YhfiHmbn7u4jtHqB3WLjkyUPrwWSoIz9fQ/cB+d5mqWUmG7hkc7ijMAJixYKIaBtGrA+\nwXAYCXwqo9149kF/2uDa+ekrrHft0jSlsi0N1nffcI40Tclb71pN0gmXl5f9wtMHD4REWMf5+Sm3\nXngZKxXYq6lZrrO6P65xf7X1dHP5xBMIfYGgRsq0z9MoCh8mlUL3/Y3GZiPQN45LksS3onWuB1BD\nLou1+72mP8qXMbSUghs3jDiFbOIwkA/hQsNVyTlv0gyVzXgSjKNz4RjB4gtuSwDMlVKYXhm63s2M\npGRblr7ThfQdGR4+fIhSivPzc9brNfnEF3C2q5amrUgi325GJ/55hjY1UgjSOGGW5ky7ds5VU5Mo\nH9GKOkzI9UmCw1SF3X0457mRQ6RRy3D8XYRmyGE0lB40Zx8HCwGF8F3g6mmsHytKC2hatnWDiiOc\n3IH5gfEwhPubpoGmQcinM+57S1oo5vM5MomIsgwrItpHj9h0+JoAZrMZm81mR0qvNev1muXxCQBv\nvPEGt154hdnRMYGH2x50gX4wimd8nCG+OIzUfhD5xC2enTXgU93btqWqvOvVNrsWr2OA1TnPTaO6\ntirrtW9zEr4PrkccJ/2AhcMm4PM8uDARhoM85IwURYG1to/WhL8dOs9VocmrVpWrtgsKJUwUa20H\nsguiWO1ta4xBi5gsyygrX+iJM9y7d8935yxLsjyhLEtfJyUdsY7x5SeKKFJICaZpsa0GYTF1g0t2\nijJOvauiukhUVVUQ2vuwc5FaZ3oDIvAfIwWutViCLaPw9CPB6pHs/NHDwHpQMuH/wll0FA8ihB1G\n1gUbkiRFBhfWgWsNtmlBSF8i0rS+KWDb9iCx1nIPOHfO4VA0rfX5T0KwsJKL7RalNMYJ3n3/PbCC\n6XTKuih7fqWLiwvmS99Icb1e8/DhQxYnt54JsBzCdD4Oebar9nwJhJ84uOwHgqQoNr6zopQU5YY4\njrGm3ss6Hrsxxhi22y2Xl5dkWdZP+DRNyfO808xql0Amnh2+/6AyXPGaxmf9DvODglyFGR3CmARX\n5yo9K5IWqBfGiZJVVdKausvu3c9Psp1bVpsWrSNef/11zs7OekVaVQXGGPLZFOds137YP8v1quVo\nOWGSpCync2ZpwjTLSboauCzPudxckg7cwJDLgxhYhoP7iaTEKr/QtKol6nAbicOaXU/yp8T5PpzD\n/K1g8cGAwmTAYSSkRliHinZlJcYYT2YWRXukY2ERG5LI+33of/fvEEc+myLriro1xNqQxb7dzSRJ\nOZkveXR6hpSSW7du+UWyKyCdz+eUtbfU33vvPV7+whdJUt9MkmcsQkHGY/vjSg0ZeiDDqOgHkU/c\n1Qo3EOpjmqbpU+DLou5vKiiO4X66I1wK21tre1drOPGBZ1o8421hBwz7wS77ST1214YZtuHYaZpS\nluVemUBwxcag3Hil3nO72Ae8DyV3BQnXNSY8T9MUY5uOmrXd1Ud1LDyhk4PoEu+apmG5XPLowft9\nHlDb+kmvhEMIb31k2QxTNwjrsHWDiGNsa2i6Z13Xda+Id/3luxC42HXwsLZTmMG1kRqndvlW4DEa\nLdM9q1LKfVxLCLn3PIeKPlglLZ1biyOSCidACokRDqwjiiMPUjuwrfG94Vvfqz1wSSulkOxKW8bn\nCMB+WADrxlGXFbZuKDZb1qsV88mUdVn0lrlUijRNuX//Pie3b/VUHuH+67pGRlE/Dvvxcc2EP7TI\nHsIMD/39ULAkyFXc4R9EPnHFE2QcfQKfzLVarfoI1/Hx8d4+1nrum+DuhPT5pmn6hz7WM4f6Vl1l\nBfUDtgNI27bdI3cKrk1QOkEBrdfrXoEO2/mO665CL6jhYJA8nbs0xnM+qPQKyPhw+nq9RouYKEk8\nkC8jqtKTUi2XS6hrTh8/ZDabIqXkfHWJMQ2ttb6yWkDberbCPElJ44RY77Kjkb4Fb3CheuKu7tkr\nrffeg7dAJEprX7Bpu4zzLodF2vBcIAQWwlj3fEi79ILwHobvq6dLdSCUV1wBG5RSIpxXPK41OKWg\nszwFHr+SwnM6Wymxwv/FT8xQ07VbVAQ7buPwPLI4wRiLfXyGdp4SwylJlGZIKYmThCRJiDqFo7Xm\n6OioH0+HFsYfpFynWD6TFk+QIZBK538Pe3IfUg4BVA2Tc+hm7LpI7j+0q2qHhjIubciyDKB3oYKL\nN4xaAb1CKsuyxxiuIvvaRfRGeTvtbvvx6vM8L3h4T0Lo3krAeCsSYZHaWyghp6osQnpCqPUynXJt\nAR9xjKII6qrPdQkKeHidh1zGoUXnnKOLuSEG31mPsO9I6DsMcJiJPnyOwwjeOD1h+COlD6P7z/45\naEeX0yP7xMarXIhgsVkXxqt5envx9MKhlCLRPqVCHAgehGuPu32HeUQf9r1/WuVTo3iGSkRI/0Ii\n7at5Z7PZQRdJKUVRFP2KHszz3kSXEjXirj3kroyV0XAwOedomh1+Erafz+d77lWw1kIKwGQy6TGG\noYswnAjjAk7Y5e0MryM8n+e1eALg7JyfmFmWIayiarwLVhcteZYRS8ndu3d5a7XqFGixa2pouu6h\nTcM0TciSlMl0QhrFpJGPninRWTwDJTO8dtc9q5DIqJRCxZ2byi6MjXMIO3A5R4pnGNkKim9XQrFf\ne7SXjhGeh5CIDosyxncU1Wo30cMCM0xTGIL4gt1C4BV201+L0rukQxmutRsXQ5J+N7B4h+54GMuX\nl5d7mOYnKb+HLR6BcwKtE/YpE4Y3HEi4duJxEu/ObDYF0+l0r8LZ77/rgT40w/ePc6jAzfvr0Adj\nnjr3UBkGYrGAVwUZAsu27XJ2hUdYomi/UNLfs9lbsYfKCg4Xmg5XRj/ZdH991rZY4yNDYeYZ4xC2\nQWKJIoVK/XUU1ZZskmK1REYaV/uEP1MbTNOSRxk4QxJnJFnOYpKSTSfEaYYVwvc69zGrTglpCjSZ\n9hEya5uef8c0ljxKu4RBQyQVWsdY03SKy/YWl3GgZYSVvsarbTsFJCTWgnO7GioxWAy89axwCIz1\nTRf9/i2yc4/8K5YgfMa0MF3OjPMkaUJKsA3WNh6P6vxHZx06irtM5TCMfc8uf2DfCVUoiVNghSNJ\nNdtSohvJZbFhMlv0Y1J15GBaRtjWEaW+gDW21g/ADkA3HWOkj0I8O1BySCEcClAMlepNjnMTZXjd\nNp8SxTOUD6Y9gyIJFAnjzOTg8jwr52Bsmj+PBh+uTkOFMLyWQ/uEv131ooLVFLYJFBBjq2iIHQmx\nszT8NTxdw6WUX2Vb13YT3HB0dMRkPiOKFdY5tN65gk3TkOkYBSRxTJYl5NmUOEp7nEMgsdZgurIC\nlKIyhtPTU285SYVpWhaLBbatsW2DlQprHYWpiJTnSG7rmqIoPeCtNLK1aG1RCCKpsLpTsoPnNHzW\nQ9crgPjD71TsQXTZ9XV33t5COo/zNFIghq08O5ylbVuk2p+soRI+vH9rPSOitabfJ0kS2ta7tE3T\nEGcpadcqOjAIqCgmjlOKouBOnnF8fEySJFghkCic8EwCO/nkLaEPI59CxfPBJSifpmnIsqw3xX0J\nxa4G6Dp858OYtcM08mdhHOPzPUvpwM41DNvsGgXuh9KHxwwKLVg84dSeNN3vl2gPYmqlcU6ghCfe\nWi6XaK1Zb9ceUG0bjG0Q1mBNg5aCVCtmaU6aJP3ksaaB7hlL4SiLLUVRsG12rADO+P7hpw8f9MBu\nYRyq6zIhpSLurivSmrasWTcbMuewXZlEHUe91WSDy3oFjhSe3RCvqU1LHMdUTY12uncLPfi9m9h9\nQrX0ytCrpw6EdjvweMhh1OMzI5dv6I43TcN6s8FIsLT92DHGcHQyZ7aYc+v2bU5OTnxPNnd9U8mP\nWz4Od+8zr3jCoAr4TlmWfUhdCNE31Aurz7j/kpf9IsvnedDDfcaWz1XHu0oZDWVMezFWRGFFHyqj\ngGv57+QOBB0MX+/62I4WwzHNM0y3Oq9WK9/6Bce2LcEalARpDZHS5FHEJM8GvDeOpvHbNGXZ5flc\nsN2UoOO9pMqwEEwmE4qiwGmJjiKmkwlxlLKYzairljiKkEL5PldK0kYapCAyyQ5kFgInBVEXHh9a\nPcNC4fAsAjdy1Xirse5SNEyX0S3a4CZ146DDaFq7I1QLLnscxz6PsLU4591ygc8tNKbtrS3ZKS5P\n22p7rCmJYqq6xQr/LrLJlMv1insvvdjns/mcJ/mpUzwfBdj9iSuesHqMXYHwt2fJuFgt5M+MXY8w\nAIfUEGma9mH45wVuh5P/kJXz1H1esf/4WMNjjJ/LGGQfR9YObdOvyOyUWNRFdwwG6BS29CRbi8WC\nJBI8un+fJI45WszYri7ZXlywuHOXpi25PD9FzJY8Wq0QwlFstuR5zrZY94rh4nxF21kIgRPo7t27\nVFXFg7MLpJRMpeLi9JRyldI0DXVReQVVecskTzOOZnOiKCKOY45PTphMJv5etU8SjOMYLWSPrYUJ\nHxahEB09XV3076rpyjJa11Wja8V2W/ZgugtjUvrFC+nD4AHMnkwmvXKz1vbtlX3Yfr/zh6f+8Eps\nu90ikwTbtCzmc8ouo7tsaqZpzsXqknw2RXcLpAenu9q1oCD7sXb9GL2JHIq47uULjWRYMjEeezed\nQ5+44vkwMlYw4UUPIxJDGfPoBnrMQ32qn/d6Pm65iZU0lj4qww5TiuR+VXKUptA10TPGUG0LjmZz\n1us1sVbYKOLeq6/ywp3baCGpmobziwtWl5fYrlNebSyts8RxgnWO+a3brNZbVqsVJ/c+h5SSh2fn\nVFXleX2yjMR6EDqb5LAtaZqWNErRusa2hqopeXjqc6ImkwnT5QJXbJ+Kbukk3VkUQvQBhj6LvMvf\n6ZvrOUdRV757qvC9towJFlGzqxeLI7bbLVES98pkqNjzPO/LHELC5aRrUliWJY1p9hJcm6bxuJVW\nvRJznbsmOusqjOPduz1U4/fBx84PQsLzv04BfaoVz3UXH3CbYPmEkGXIowkDIQyUYaFoCGX6755m\n8fugMrZYDn0/LgD9uGRsMfYTRez+Hu7fA5bWuxN15QnA2pZlnlNvN7RS8mf+9J/m7Td+lyzLeP+9\nd3DG8vj0EeAnTmMd09mc988uKRuHlBVWSL7zne8wn86o65rtd7/v3bEO/5BSMp1OOco1zrQkp1uE\ncBwvlqzLDVmedO8KsizH1A1nxZr23bc5mi+QnXs9zSfkeU5b1WRZtpddPkxKdXVFa1q22y1VXfua\ntKZmvd30xcYPHjxCdUpCqF2ksGo8/UqUJCQ66d23wFrpnOtZG/NJCtb06RYKQdU1SwwWUVEUXkFN\nLVopauejZ8bZztryY9XSuYzB1RI7pXOVVf1hZXyMmxxzbJXfxHv4TCmeQ77mIXcnkCqNc3aG4fRQ\npVwUBXGc7GEBN3nYV13bIcXSH9Mdvo8PIoc5cZ9OM9j9GNq2KzcRO5NYdVQRiJA57CNdy+XSA/QO\nZNOSCMmb33udr/0TXyWbpDx+/AV++Zf/DrWrWUwWSB3x/rv3ee2d9/mxP/hT/Ef//n/I9MUXaTcl\nv/qr3+AX/tP/jDe++12ybErjms7i0GipWV2WvPmwQkuflFjXJZG6TxwJ0ixiPslJkoTjbMs8TYkS\nzbatWd9/D6xDI5hkOdMsJ89zFotFPyaGleXgQeXVdkNRFGw2G9aFr/FzoqtsjzSTfIbrSOH7RUr4\nZ77p88XyPvwtpW9EmKYprvQY1rrYcvr4EXmee/crTjwBmfBu4Xq9Jss866JtDVGeYq3z1LN1ywsv\nv+SjWdaCHBWg9uPGO17juf084+omFvR1GM8huORZ5T3wKVc810lIugo+57AeK0zG7Xbbp6GPX2JY\nhYpiB0h/1KvGsyyg5wHpblLkugvt+qzjAKh7RdNFeIzFSV8KIHGYpsaahkxKbk/nXGYZj85P2V5e\nkKWaP/wzPw2zGUwz7t69zV//6/8N66Lk9PwR33vrHaxK+Hf+hT/Db/zWd/lxEXHnxc/zQ1/+A/wr\n/9q/zi/8wi/w5ptvoqSiER1nkAKhI2yaUuB7TCXJAhdZKttwtil5f32OUoKkXvPC0YI7x8cs85yj\nPAdjEU2DsTWt0Tw5L3h0+qgDemXfNSNkvTdNxfn60vcDyzPSbEImXB/mFkJQdowCTgrOC281V03L\ntigoyxoroCl9Oc69e/e4d+8eq7pAbcr+XU7zCbNUs6laytZRVY/9PSS+VdBkmrO+2GCERGUZ8yRC\nSMUkz6lax+XZJVGSdaRqUYfxCHCeTmQ3Zj4eX+smeOV1+8H14/QTr06HfQ16k5sdAltyhFV4MDlU\nHAuU0l2tlehBVtjXznEc9R1F++zp7poCZcezrt//Puym7Tp+dgRXg3veS3Qb3fvYXbpKgQE9AdqQ\nj0aI8HmYS0RHMYEPRdsuSdPUFKtLTpSifXLKF7MEc/uEV+4ec3pxTmtq/q2/9BdZr9ecHB8zSTNs\nbVnX8A+/8xYyzUHk/Pmf/Yt89Y98jZ/92Z/l63//V/mxn/hx1sWWV774Bd55/z2iKKJofB/yynRY\ni+jI21JPzNU4MFaiopm3XACdZTzYtKybC16+BS++8Dli5TCbS7RtcWwxIkLFPjmwamtoHJNwAAAg\nAElEQVRqWyGEp5+I4xhHTDaNOFtf0gpNLR1xtuDxg8dsztas1iXbtqZsWprW4FSMkBontC8u7RJY\nm8YQJ5pt4bhcVfzxP/bHmM0mfP3v/yoPHjzg4Xu/xb35nCyS3DlZMs1iIuXH0WyS80f/yFeZ6BM2\n1lAog9OSs7MnVNuKk8WCOM24OL3k5N6LNFagjPEdRD0/SCgioRucT43HMC6klHtNG6+K2D6PdT8e\nm0IEC0x2Vpj8vW3x3ESCpVNV1Z5VNAxBB9M5FJkGBbSrOj/sT1+leML3w8Q1HxK92mS9anAMFeAw\nH2U8yEL07lnpAE9/L8D6IsyjyYxJW/P2w0e49ZZ7iyVSKxbZhPPzFVkUkxwf9wC9c949UEoRJwm1\nEywWC77xjW/wzW9+k4uzM5yAy3XBnTt3mE6n/X3s3bvYXdtOQdtd904psUpStZZqXbE6O6Mptszz\nlONJCnVBpCT55Kh3rULdWXCnPbDumRVLayFVPDxd893v/xZFbRBoVOQ5k1vnlY2UGqTGIDDWYDs8\nzApHLBRnqwtef+N3+dZv/WbfUSJNU6ZJxpPViraueHj2hFRLfvSLr7CYzXn85Jz1eksWFdy/OOfW\nKy8wO1py69YtXrh1jzfefIeXv/AqUZb2uVmiSxmAAymD1yiND4NZflj5TGM8H4UMrYCxRTH8bpjz\nEQYr3KyoFPYVx7AG53lf+tjSGQ+ioGjG+1znwvWAMzuahwiJNpZqvaY4OyOuW6ZxyrauSIRCtJbN\n+SXzkyOEg81mw2qzpqo6BWEMdWuRcUzTNEwmE6y1LI6WHN+6S5IkFEXRU4U8S4KCHRZ8IjUiSoki\njajgdL3GYrm1XCCEQ4l9hSaE6EPrfaRLQmNa0JrVesv9x6cUtaFy3ip20lfXO+NorME1DidblI59\nV4rO1rD4vyuZsjhacnb2BK1nJGmKVIpVuSXusg/Lxrdefvf+Y+rGMI1jpFSsVium05yzsye8/+A9\nyrJk+tN/lKIouHvvHk5Y3+a5f6fPnzvzYV37j0t+zyuesIIGdsMQ7Rqbi8OEs0A2X9d1x198mNdk\n/FLD8cPgHxasAoiRy3aoSHS43/j7Yfh4OIjGVsRVEY+9YseuJEBagzKOZZLz7e9+ne9+4zeYWEtL\ny+R4STbJmSUZZw8e+WehFavNGqUiNpsVx8fHbBpDlmWcXl5yfHzMer3mpZdeoqh8M8HNZtPnvgyL\naY0xGPd02UhQ2uE9XWw2aClYTHKkEJwWK2pTcHJUMUs1sZJEOuotzIDxhSxvD547VhvH+eWa33rj\nHTbEbGUMKkXomK0BaToruAN1HVD11o6nvGjBE4q1DXmasTi5hWlrirZFOcd8MmWzWqN1RD6ZkkaK\n82LLg995nduzKT/6Q6+S5Qn/0p/7l/nyP/VPwuqCd15/g1/8G/8Tkzzn7udegDz3tXVduUu4n5G9\n/JTF86yAx/Pmqj2vfKotnqtqmca5OUOXYrj9TbCgYbKT7xiw3aPPGJ4rSAiTVlXVEVpl/TGGNBdD\naZq6p8wI4fw7d+74yu4uJyQonnCssRs1tmYO3e++e8fB4w2zm4cV9GEff38C5wwaQYwklZLN2QWz\nOOaW1jRKMD86xkrBw80Fy+mMi/NzpssFJycn/Pb33+D09Jzbn3uVdb3CdcRXRVH0JQ3BfR0qgyRJ\n9vJpwnQaKqNQ9hIwOdl096BioihGSB+ha1xXK4Xdc4+FEINFY5dAui5PeffxOa1KKI2ikhFCxLRO\n0hpLrCPaukYniXfNFJ4ITEtUF+JOO/oPrTVVXSOkRke7sbApC5zStEJRWFBOgYyYHt3ite//Nj/1\nh36Szdkjvvnrv8bvvPZdoiQmFhEvHp9w/3LD97//Gq/+ga8QKQciKE3ZPZsdh7RSEVL4oMGwfm/o\ncuOezqkZzoerZOwVjPcZLqYeqjjs/j9Lfs9bPGNJuvqiQIjuW8/sEy2Ftr8hJ+ji4sJn0eb5Hg4B\nT2drBixju93y+PFj5vN5z57ozNMV7WGgBGKsoZX0LGUzlkOg4VChjZWsc75ZgmfWczx6eJ+2KIgE\nJAoWx8dEkwlOSdamJkoT8knGtq4oNlskglu3bhFFEbPZjMoqnFIIuyO7V0ohu1KWoWU5vC7r7N5k\nCRZnIOsKkbkkjn1BNhKcJJ/kVFWDIkeLHZhpjCHPc+bzOdZaiqKgrn1EKpvOqZoHlFYi4hxaidIx\nUoKWFofESHCm9URnQhAnGi07sDaKkKqLEAJxnBBrTwcixI7qpGkrcBqUopWS2WxOXW5ZnBzz+luv\n88Ofu8Pbr7+Ginx3V1ELknTCH/ypf5wXvvQlTKewN1s/DqPUj9m4cx89huUQ7KKXQ2K1XnE8cyY8\nW8aL4HAsDhdgf96nKWt+34PLYwk9roYTYCzhQQshOuvAt5i9uLjg6Oio72AxnMhDPCewIYaENvAv\nIlK7sL4eTchwHcOUgCFONFZ4h2SMBe25eQM3zFqLsjvT3TM9OJQWTCYZkbBkkxyRpTgtqc8MumOA\nrO7fRwhBGsWcbQomywhbVAih+/MExe4EfZ7Q0M0b/n+8ugI9ONwD5W2NUArrwAhBKhWxSkiUI08S\nMuF48PCUs7Oz/vgB51kul0gpqa2F2YLCghUaI5RnwxAOLQXSGhrne0hFkUarwKgIWnVWjoqwIe/J\nOuJYkyYJogPDvcVbIU2L0AopPTAsIk21bZksp7z1/tv88AsnZEqgpcCVDaKByWTJ5eNTvhglnNcN\nSkV4gnuQxjc3lF3LJ2N9vVvW5auNx0D4LZ/DrRq+j7FbP7Rmwrj0+VKHSfqeJb/vFE8YlEEBVVVF\nHO8Xjg4nO9C32Km7jNexQhgqj8vLy556NbTnDWn1SuwI64f0rGMz9tDLh+stnjEgPc7iDSn/bdui\npKfb6Bg0KMuSs4tTbiURuRaUbUMWeerT1WbdZ/d+4Qtf4PXXX2e1WqFUsnd+T6q1U5I6jqhbcxBT\nC8o6RAyHtLKBMrbPEJYC2bbEWYx0kMqI1cUZ95IFm7NT1lXB2aXnYwo/AN/73vd49913PWWu1mRR\nTNm0GKWJ4pi6alHCoZxFuAalJdJYpDAe0xGOSGpkF/1zxhInHQ2IaYlj3+KnNS2242ZOVEKsFK3U\n2G6MVE2NVApHQz6b0FQlxXrF8XKJcBJXWi7NE8RkQZYkFNZgnGC5XPagvNaaarvxJR1VxdnpBS+9\n+IU9QvthEiwciIJxvUIYu/DDRW/oeg0z/687ziH5fad4hn7wLrt5X/EMExC9ItiZsnVdP/Www8QO\ngyC4ZEFZ9eHhSO29wFA+ECww2Cf6CscOv697mYfkEIYlrANlcQ6s9OkgWsdI4zwDovK1S3Sh3ADI\nr9drXnr55f5akjQhtPC1xuGpqnZpAxKBxIDwhFvOyj28YJxOELCfUOoQnkmk/TVEzmGMRUaKZuuL\nSLVscVKhpeKVlz/PdDqlaRoWiwVvvPEG5+fnHB0doZXyxaXW0dga2QZ3Ck+NUbcg/TgYusDGGN9v\n3Vqw1vNOW9t3tTCO/lo9HiN63mVXt7QCdDJBKEWxLnDScnJywoMOa9RO0DpH2tGEOCvQcUK53hJ1\nAZGyLLlz5w6rRzsu7+Vy2QdEhuPk45ShRRrYDabTaafwnl1lMJZPneIZRzbgai196PuxtXLITByG\n0v3quuvf7s+730pHyp3lMVQWQ/HA5o6OwvvBtjuWI4rip9yf4csZKpwxqL53z+ppBsIxCZmWT6cA\nDDl76qZC2IZ2EmMcpGhAMoumZFTIDPJ85mu2pkvW5xdMZhNyJfnRH/kRfuM3fsOTuWOxpmGep6w3\nJTJ00GwsIlK0TUGkIpT2E0pEkk1b46TqlYzulIrA+t7tSlB3bXXC+29FjJXgioI8ktRVCdTcOpoS\nVSuqTcMXXvw8r7z4sq9W71yQL//Il/n1i1/HtpZmW3Px6DF5rIiyKadVCc5SW0ndGIQVOLtBSElZ\nd7xHAoxrvbsjJSKOQAqsFLSNwdUGlA8eRIFz2hpUlKJbS2u8Ek2lYNtasnSOayp+9+2H5EKznB9B\n23B69pDN6pJ5nLItG7ZOQhTjlCbOJzQOVustpnWURU2a5BhRE8Wqb08t5IH8rZGb7iN13bLQbSoY\njZUwX4ZzRoF1lrqq+6gkErRWSC161oO9w3yaweVD4b+PO+wXJn7wU7XWvfsUx/FBDGWstGDQq8nt\n8+QMo1HXAWzjFf8m93wo2zlYEX0k4YrFpo/kuRjRkVpJJK2tmcxnLG6fUNx/k+PpMeu6RUjBw4cP\nvXUmJG5AXr9cLnn7/mPuTpdsi4I4immqFoWgFQJs13kTP/ibNuTTeE7mQARmbNPf164Jo49GhaTP\n4CJq5c2zuip46e6Jb8BnHSD5yle+wu3btzHOc/3EacrnXnoR5xxvvvkmR8cntFHMfDbjndUWi+6s\nUX8MaRzW2K6uah88TRJfyycdNE3V9/hSUiA64nvVPdso0piqBPyilmWZd4OkJNUJddtwurpgceeE\nL778BR699TaVStlUhpOTE6yE1hqk9AGKsix713G5XPr+9UoRx+me1ThcqD9qCecIEcOQmBm+c8/R\nvuvaKxVCJEKIXxNCfFMI8ZtCiP+g+/5ICPF3hRC/LYT434QQi8E+PyeEeE0I8V0hxD9z1bHHSPn4\n5+OQobUTXlZo1BbCktftD/TRl/AzvKerQOuxXAW03nSfQxGrq/YJFkZPBxpphBUIY6kag4wTbn3+\nFTYOtmW7a9tjDEr42qfjoyOqomSxWDDpUgyijn/GtS2TjgQ+iyMipVHC9ZZWADqd8X3ZQ1Rx2JII\n6KOJWZaRZVlf0a2kAFtjmwotBLcXR0RCQuP40hd/iHv37nnOHu0ZCidZxu2TW/zkT/4kp6en1E3J\ndrMhT1JWl+eU2003FnbPLyi/cfvj4Ja3bYsJhHIydG5VnRLtgGolkApUlzxhTUNb18RKMkkTjpZz\n4mlKFMdMo4xMJERWk+iUxckJZWt865vI06WCpw3xnONB4ai9dJCPa64ECWMmNDoMVv+HOfe1Fo9z\nrhJC/Ann3FYIoYC/L4T4X4F/EfgV59x/IoT4d4GfA/7K/8/em/1aluV3Xp817OlMd4wbEZmRGTnV\nkGVX2WXKVW1joQbbyKgl4AkhhASyhBAtC/6MFg8ggWje/Qb9gvBDW8ZtZCHa2OXutnGNWXNGTjHc\n+Qx7WgMPa6999j1xbsSNrCxl2fSSrm7Euefsvc/ea/3W7/f9fX/fnxDiC8B/BLwN3AP+mRDiM37L\nqtoEsjbB1J/FiCHN0DDEJncx7f0swGybkdiWcrzJDrQZIsVredbYBJHjZ4bnVRuEx6cwKSlprMF7\nQZKkqMRzWTccvvYK7//4iNo1jLvQM4agwgeqQFEUZGlKoiswFlOVaDxl29LWBivBOhsWn5BIOmmI\nTuvHI/DOIZynLJc4765wfGImMPJwtNa0qxLnLN4aLJbPfv4tZnnO6cPH3JmO+cLnvoAWgUTopaCt\nG+Y2SFO88drrvPHa6yzLFSKBybhABGE/vG2RKiXTCaqQJDa9gi0JsWahx4REkgTPRymFAkzTdsqL\noQ+6TxSyExYDj3QW8CQqAe/IE43XHi8FKZpxOsEYmN29xWjvgIU1iG5+FkXRs76jkmYsgL3C7B7M\njeG4kVEQN3NXhlpHMTmyPufHKHa+yZu896vunxnBWHngPwB+v3v994H/sPv3vw/8L957473/CfB9\n4KtbTz4g8t3wOp7rHWwLgYavbS72+P9YF9Q0zVMaxvEYQwxm+FC3MY3jtTwrbT/kr1y3ewy/x7CU\nI7q8m4Zq6M3Fn/h9rty3LnyitXgUYlSw0pqD+/dZ2vX9aOuGo4PD4NkJiW1a9vf3UUqxM52EQkTn\ncKYl1RJvWiQe0zQUXe/4pmlQiF7wPUkS2i5DGL3M6OXE80ZPI0kSJpMJO9MxeZri25pCKUy5RDv4\nwmfeZme029876ek8ntD6dzmf85WvfIXT4xOcabm9vx8a9SHI85Q8z3p1w+l02teiDb2fuIkkSYLu\nOpaajjDqvAFnSDNNmmkkDpzFmSAFa1tDAijhWS2WjDpjkumM1aoiTXJEXrD/+huo3Rk6zch1inMB\na2zb0F7auVCESdfMUEq1FjUbhN8xmTH02CIvanMOBkqH5fj4CUKAUhIpA1uqqkrqLmQcRiTxPMOU\n+scZN1rxQggphPgr4CHwx977vwRue+8fdRfyEDjq3v4y8N7g4x90r31qYxuWtDmGCzqKYW377Ob7\nhwBvHMN6oxcJo7adYzPr9UmEol6EH+kFwstQ/SwUlXPsHh3hhESg+t5WQ8xKytDzezqdcuvWrd54\n9O43HTEx3Ii+Iyd04YcIbX6aprnCrB02ZozfM45oiLQSTPKM8+MnCOexTUuR5jRV04U13QZhuk3C\nheOP8pw333yT+fkFzjmODvYpioI0TcmLlDRLAN8TSqOMyDY8LXTkc0gP3pm+QZ+3Jgjjx/5l3gUM\nbfDYRbfBpTrBewEikC5tkjE5PEDmwVAL7wPNwctn/gzvV9M0XFxcsFwu+xR8nMcxLIqbUE9o7Z7t\ncrnsuVMx9K3r+qm24dvGtrKfm4wbgcveewd8WQgxA/43IcQv8DSE+cIr63/8H/6n/t9f+9pX+drf\n2+oYPeu6nvue61zRbTcreiDxIURd5uvOM5yQMdyJDy/Wh21yK276vTZd294z3Ja9eM7YnDwCEfqF\nA9JLrIDzcsV0MmKSSl569TWS5YK6XPY7flWuuHv3LmmacufoNt/57vc4Ojjkw4++g5ApOlFYIXEu\nGDJbtZSuworAycGHay/LCuO6+yEFWkhQazmSYQV+vBdCKUxbIV3Dl77wNmo1x1ZL7uztMsqL0P5l\ngBUmSQLWQQKjvODWrVv89m/+Jv/tf/ffo3Z3efP11zCPnnDZOqz3WO9JB6HlkAYRDWuapjRNQ5Z2\nXTCU6El+zjt8V84grGWW53gvcNbgIYDu3rGcX6C4w7QYkZOgkxRbCHbu30O/fMRCgUZBaZCJxj5n\nbxnOjYuLoCc9nU67jh2B/hAxsyFhNYrvZ1lGkmgOD/f58Y9/yO3bt/nhD3/I3t4e9+7du7Z18rCm\nMdz38My+/vWv8/Wv/+WN5uQLZbW895dCiD8Ffgd4JIS47b1/JIS4Azzu3vYB8MrgY/e6154a//V/\n83svcvpt1/PUa08tsoF7uGl4Nl+PhifWHEUS23Ue0vAYQogru8nwwUBXu/IC2s7D4w/dWi+enW7f\nNoaZwvgbgicSCYQ6y2lly7JtmO0fUC8XfUeIiBHdOjjkdH4ROpF6SLJArvNAXVboDnDWItSBmbal\n7rqGeqFCT3VrQaxrqoQWwVB13mG8j8NnVLUtk0wzTqfcOtzl0TtPwHve/MKXCB8O3oW1NqS7XRD0\n6rGtuSdLUt5643U+uJwze+0W9sOHCAmySyd7HPh11ibWlEkpezzDGNN1HAUvNc6ZQC70IaHsux9c\n4EDhQjgjMXjnuDy/YDGfc/f2PiNVoPMCl2S89vqrpLcPMWmCbkAjwlS5gVMbjWUgdCru3LnTS7uM\nRqMr+GOUXHXODfTGQ43d3t4e0+mUnZ2QI1oul+zt7RH6wsunzhnnX9u2aBWoIr/6q7/KV7/61X5+\n/eN//D9fe903yWodxoyVEKIAfhv4DvAHwH/eve0/A/737t9/APzHQohUCPE68Bbw9etu2jAevQ5D\nuW5sYhnRU9h23Oveu83riSndWOcTLiX0yg6tYtyV/wsBVVWyWi3RWpGmCUqFtjIQBMmkFH2IE3+s\nd0/9GBcqtvtwSCuEkn1fp2336envIa/8xOyIEAohFN560tA4k0a7sLN6i6hBqjHZ0cvMW8N4NiEf\n5ehEsDMbc3lxTiIViUxQKqGtK45PHtLUJZPJqHumHuM9Oi1oWhPCEeFBOIxpcMJjfUtlKmpaMpWQ\nEaQ3wl0Gg0cqRdIRMjNVUc8f89bdAy4++gC7nPP5N14jHeeocUqbhpornWRoFVrJ1MYihMJ1XUZd\n6/i1L32V3MD5Bw94eXdCaioKCe1iQaJSEg+5VEgRDJGQDpGASMD5FukbqFb4ssSXFeXFnNXlHCyh\nsaFK8V6yaoJ8qvE1QrYUmcQ0S3bHOaJtmaJJixEnGVSHOxx85k0SnaNbMN5RC4f1gdskhUeKUJcl\ncOAt3oX7CmteWczMRmMQ/x097uVyycXFRd/yO1IWYlHz4eEh1lru37/fZwiHGBd0ErDLJcfHx1RV\n1W/OUnmksiAsnoB7Ob/dW4rjJh7PXeD3RUC2JPC/eu//qRDiz4F/IoT4XeBdQiYL7/23hRD/BPg2\n0AL/0H9cBOoTGtd5O9eNmNmKBaV9JfWAzQzrh75YLBBC9OnfYQfLq2HTVTs/ZJ1uYkWfJCdjGC56\n7wPW4sEKjxehODJovvvQsVKFzgdCeJIsBec5fvSYVElQCus8X/vVr/JHf/LH3D26jVcpJycn7Bwc\n4aUMwlVCMBmNqVtDWVV4urINFyQ5lJSkWYYQKhizLLSQKU2NEg6BpVzMUULS1Je8dnuPWZqxeHLC\nb/39v89kNCYVCpUmJPma0zLExa5wTbTj3r2XOD9+wi/9xq/TZCkPHrxPmkzYGU9RUtO0ITNFn0Hz\nJFpSZAWuMZimwkmHbV2voGhtuJ/xmSVJAqbpQkYPztJWDauLU1576S73X77L3mTCaDajkZCMMxoR\nNiXhCeZFdJ7twEu9bsS/Re86hprDz8XynSzLev5UnGchtFwXKsfQLDZOCBlHfWXO7+3t9UmAcJ4t\nRuY57ZVvkk7/BvArW14/BX7rms/8I+AfPe/YG5+50WsvOjZDom2vb46IM6xlHa56FxGwK8sSCFmU\n4Q4SDdfzCISbVehxDAHkjwtKbx5n8/XQqymyWLsdrfO0UJLWO5RzqCTl6M5dyrLk8vSM2f4BHs+4\nKPiVX/4yWTHm+z94l1QK5menoEOHBi8cWaK5WCzxUqzZ4Hi0UojYLbRt8dbhGodKFEoYbEfQS0xJ\nqhO+/PnPc2dnxsXDj9gZFdzaO0AJj3eC5XJJ3omnD73ktm1Da+CotS0EJJ7PvPUa7cU5pDm/fP9N\nvvGT91BZQWMFupPM9cLjhER6j7QCaot0Hu0VjW8x3iFtR6jzUDYlnlArlShNQsAJtRK0VUlbl0hn\nuHO4x9HeDB/DV6lIsjyEaELiu/r7+KyGIfW2CGAYOkcpEmBNgRg8983QP/5eS4nIrkTE433I+7Wt\n7UK5cF+GGbJ47HCeDQqIvyq5u238bKiOH2M8KyS67uemx73u+M96PRbdxbQurGtU4u/AIE0piqJ/\n2HE3ib2jhm12NkePtQwMxJAMeBMS4rO+8/DYV75jB1AL7/uWvNJ37GE8TkvS6Q7LpqVsDbdu3eKt\ntz7Lcr5iXIx6Xs/nP/cZZuMJv/D258EYRFsj2gpbLikvzqjnFx2fJ4QLSoLGo/AIY7FVja1rbNsg\nvCGRhlRYRsJQ+Io745RfeuMebxwcUj56TNpavvblX6Gty06KQpAmOUHj1xOIdUG2NE1ypNBonZIk\nAe9JJjm/8+/+Jo9+/GOa41O+/Nrr3JlMyKxHW0vVlJSmojQVdVvRtBXWtj2gH9LnAdNyoutaoiWJ\nCvrGSgikgMl4TK4TRmmGcJYEx2def5XdcYGoKrIkZTqdsbO3Sz4qEEkSurcLiOHxTed5fE9MZMR5\nu2mstmGZQ/5X3EyHm270gqJxihjmkAYj5ZaMW5i9z7zunxvD82mM6x7q0CAMxd+H2FGe50ynUyaT\nyZVJEsOvtm05OTlhsVhc4d9snmeTx3MdGP7TjK0ez2ADHe6lYbMTjHdnkCRYB2ZQQR7BXymDIf7K\nv/FlPvrgPe6/eg9vDd4apDdoIJGeRClwDuksssMslA//x7TYusK3DVpYtLcIU+PqklzCm6+8zMF0\nwuLsjHo+52h/j73phCxJe0VJ7z3L5fIpYxsXTr84lGQ0ytnf38cbSyYEifdM0ozEG5RtQRi8MCH8\nFMH7c3iEVnghaJ29co6Ip/Rqiq7FG4trQjNCLRW5TkiUZHe2QyY1eIttOo+uy6CpROM3w/AXfPRD\nJYLN5MOmB72JgcIaMN7GeevZ5929fFG2/bbxc9FlYvPfH+fzcVyX1XrW2HyP9/5KNiN6PLFf1/Bh\nRa8kAnzx95CXEqvWh5Ni8/zbjMN132dTOiNew/ozTysXDo8TszWNcV2BbIbHo9IE41oWbU0ynSKL\nEUlRoLKc/QPNzt5ul4ZNaIXAW4OS8F/87u/yL/7lX3Pv7h0efPAhVbVivrxk2VTMLxeI1qLzDOUV\nyrb4QZFtJgFnsYsWPSm4fbDP0d4rHMxGpEA5n1M+PmOaZ3zmtVdxpmU8ngLBs5CEljKxRU3MSgql\nKIoiGA/nQjscp5AIfus3/23+4s/+gofvvcsX33qNl5cl/+r73+O8nEOa4XCMphPyPOfs7Jy6XTGe\njNCZYFGVmMaSpxprDVoovG8DOO81xThjnCic9zSLS8zqkl/95V/kcHePlw8PUMYw29kjz0c4JOiE\nsjVYHSq8FYHx7YTvfYbrPJfYEyx6OdGrHipQDufN8P/RgITXAyExvD6kJqzLMoY4ZzRK8d9KcWUd\nWGv6OX/d+LmrTv9px7ZF/aKf2byxNznesHYlGqoINkcpjSHN/brjDA3Qtvds22k2RcU23/v0d7N4\ntWZD50kexCx8B2oqSba/y+jiALNa0XoPQpKPRrQ4WufwMpRCzEYFTV3yb37tq4Dkj/74jzk5O6as\ncpxU3HeC4+Nj2tbirWO1qjr5hw7Ex5Glkv39ffYPdplNCsrFnPb8gvkqeEPSe169+xL7+7sdRwWS\nRCNlCl6RKo1X675p1viOb5Pi8EEmVBqaZY33gtc/+xZ/+df/imV1wflHS3YPb/EPfuNr/OGf/z+8\nd3rK4eEBxSRnVZYczqbYxmI7RnaRpDQenLGkQuHbhiQJus8aj7YNonLsTsdc1sGeS9YAACAASURB\nVC0v37vL7aMj9iYzbh/dAWPY27+N1Zo0L0jSnKV1eN2Fvii8dwHvEU+rLAxHNAoxJIqbUPT4rtuY\nrxxzGwjcfy783Xnb89KG5NqYyrc2iIFVVYX3nsl0RF0vnz7uYPxrw7PlM7D2CsLnn/ZCbuK1xCre\nqLscZTOuO8ZNrvk6oPx57x262cYY0i4UwYaJak2gBVjhaUyLMC357i4mS1HlCrtsmZclaZ7iZJBX\nED70YE8KzXIxZ3654Hd++9/BesNqdck3v/lNPnh0ymGRYdpArDSN7UDOToQfQ9usEMowFZbm/JTE\nwygb0RiH0AnJXsZ0b0zrWnAwyYJAmVYJWqZ4CypTvcGP4a73HtmRExOVggWZ55Rtw5u/8Fne+f73\nkRjKy2N2Ms1/+g/+PRZNw//99b/gg8dPsE2LlRJnBVJovIfWSzQC4QWFTsAHr00DKZ7MexJX0a4s\nt/d2+YW3f4FffPvzpDpBI9gZTWhbDz7oNwW8TcTeoOGZeRHIE/5p7tW25xu/c1EU/fN9VjnDdce7\nbsRkSQwtT09Pgz7QfI4QgtEoY74oAcf5+Tm33GGvOnDd+DtneD6pcR2wu2lc4him2oehTwzPghF7\nPmh4k0zW5t83O2dsvnc40frYnQSt5RWDpBKF95KqaRkXY5QPWTrX1AitKLIEI1xg5HpQnUhYnqVk\nWqFmYy5OT5hOxygPb7x6n5du3Q3yFl724ORqUfaEt5H2ON/xRTpgwxvL6ZNjlIPJZIfDu7fYPzig\n6BQdVZp14YQgTXPapsW3GqW6DUCG9sDWutAeWWqcchgf5FgNcP/Nt/joyWNOHz9BOsvpow+5ODtn\nNJnwG29/gfptOD4753yx4MnpGctVxfHJBSrJMKahLluynTFSQyIcWSLJsoT96YgvvfkaUiuO7t5h\n/+CA1157jccPn1DNl9y/d8TJySl6MiIpRhgZZFYbL5AESFYKF8KsZ3g7m882GofVahU2lgFrfnN+\nDSkbN0U4ogBZrE6PKfrlconH8ujRR9y7d4/xeMyTJ0/Y29955vHEJwVgvugQQvjvfPcbV27c5vi4\nWZ3hGMakEbsZZq7qumY0Kq4sXu8DyzO2R9n0HKI859Vq9qu6wpu71fCBxzFMS3b3pI+nhyUTw/At\nHnt4rqfu3RaG9BAbiu543B1jr+5h5kJ5y26eUF6eUT78gAmGDEfTtjgZWgOnUlAknYaR8z07O2Y+\nvLWYpqVeBSKmdy504GjCfYvM6CFDOCruXVxcIKVkb2+P/f098jwUkI6KSa+jrFTgq+g0wxN2feND\nS2KlFEmno+Oco25KVvPL/nyr5Zz3fvIu3/r2N0MhZ6KYTEco1S3iNEEoxXRnRj4ekRcFjx8fczZf\nrbOXhBIF1z0X6x2zyZRZVnB0+5Bbt28zGo2oqhZhBYnKcVbgC4WZjBGHL+F1ytJKNClCWpwKhE7l\nr4ZBTyUdhEOIyN+hz6TOL5dIKbl169bWyvOn5spGqLU1bQ9bN69Isk1ThbGh2DfLMpbLJUmS8Eu/\n9DW891ut5t95j2fTsA6tvbWW1WpFnmdPxb5XeQpXswExnt70ToaLe5tBuO7/m+HT5k62aZzi9f+0\nmYXNcQWwtl1TOa3wBCBay9Dy2LqguKfYULbzQWBciJBatqITyRp19VPd8Y28ij9EAzRM5xZFwXQ6\nZTabdVhZ0p8rYg3RmxRS0g42DhU9S2uxXM3qCCF6baCXX36ZR48fcvLkGCECqFtkGUhB0xV8fvj+\nB+SjgmxUUK5qdnb215uICgCtkiKwrKVkf3eXe7dfYn9/j2xU4L1FCAMq1KpZ45BCI2TXVaS7h7HS\nMRiV68Ogfi6I0KY63C/Zp8fzIg3HF+LFiydvOOJGuMaW1h17gavlKteMn2vD87w49CYLbnNhDo1I\nnMRVVV3JWG3Kp8aFked5n+my1vb9twLYtk7hxgcT33vd9xm2A44/EbiL/KGhARpe9/B4wyp4uFGJ\nz7X3CoLnMC9rpiJFj8aooqC+rMAYUp2ifId/dTiEEhKDw7YGIWWvJxM6a2hU1x/LGsNsNqNaldR1\nTVVVvbcVK6JjOvfg4ICDg4N4ZXjv+2xhXGSHh4csFgsu5gtkF1ZIH75HorsMT9viOy8ySRKsMVhA\nC0mxs8Pr918LXlpTBekOocnSjOlYI1TgX52dn2NK0/FyQhcK6yFLc2azGSrRTCYTdJZy9+5LKJ9g\nTIOpG3SWIqWgqlsuqyVFPiHRI2Sa0QqB9dEgrgHd8ByebXyE0CCillGsrNcoNepT+z8rRcKh9x34\na21v7KyxJDp7brTyKRseD8+wy5+E4dm8AUNvImrALBbzkHodhDGb4utlWfZEQO9D3/D1jV/TzyOy\nHwsNh99v83KHRmQ4SWK4M3x9G8i4Dez2ft048EXH0PAIrZjXNamUuDxlmt3m9P13GSvHOMuR1iKk\nwBmDUArvLM4H3EWIQBALWZqA4XhCaOB9EM+PdW4XFxd9JXiSJIzHY5qmYTQa9UWOVVWiVHhWuguv\nptPp+lm1piOyBWlV1S1ehcSHkyJcV7fU/TsYTrh37x5aKn7y7o+YjUe9iFqiElQSsoV3bh2RZVlo\nWTTbQwmBiZ5vZ5zSLGAfwjiSTuPHupqmaRFSkeShx5ZLFEanJGkW6lu9A+GQhJDJ+45RLuTWp3jF\nG78S/kRc0QOOLNO07U8PVTxrrsSQOmCXa+na4by+bnyqhse5EM9HzyOW8wfsIbiQEXuIrMzhuEm6\nOU7OoYEYYimRABalD7z3XcubdAAKB1zn/Pyc1157jbOzM4QQPHjwgPF4zKuvvspqtWC1qtFas1yu\nqOua/f2g+xK6kY76TpDxuq77PeRAxGs2xvTGL8uyHn+Kr13BlTYwns0QbvjvoWEbnnN3d5ez08e4\nNMPpFF3kpNM9msUFM6VCx00Iu651uLbBGkMtQmW0BZq2wXlNkWasVjW48CzmiyDh0LQVZRka5w1Z\n4lmWcXh42M+FmBrWWiOFpK7rTinQ9yBnnEeq8zaVCOFXDK0SpbFtjW3aALx2XlORTRFHjvnFWWhR\n0y2cqmrwZU2e5xTjnEQm5EWG6jypVIsgHysEUmsK3akl1g0og7cNSoJKQz8wJRU7u3ssyhKfFtRC\n4aQKtVnGoqXt70MQF7o6r4fPZxgSh5qqKEUaunDMFxdMpiO0VsHwdZts39H2Gkx189j9ezY2vPie\noecTPH49MITPdgo+9RbGkd8SgU0IO26ep7TtetJFAtNNxzA0GYYoQ0A3PpAo5h0XY4xP4/simHly\ncsLl5WVfF3P37t2+ErgoCi4uLpjP570xW61WfeFd01TIrn3Ksx7K5gOOEyDGzfP5nKqqgLUQ+TDU\nCgvn2TVi140rhsk6sqxgVZY4Y2l1ysErr+AvpswffYR2Fu9CtXRcrMMGcolUoQODc6xWq+DBubUo\nfjTwzq21hqIIV/SA8jxHSklVCdrWdBIMopd9ANnhP12dXGvwdj1nsjSlamNzwLWYv+8oBDgfmMbd\nHFE6/N35IE7vnCPLBLaxaKGRqca2BpWE+x5LKeLGqJRCK4XzQQ41GAKL8aF5ovUKqwtUMcFnOegk\nyIp4AziEC904vLxZuCxQKBWzmmCMRWlBliWU5YI0mV4Jx+NGetO5sD7P80Y0QOHd4Zw/x4ZHSE+a\naVarJvSq7u6J84aqsiiVXtFpuSmm0x+/WxCxFe54PL4Ssqwp9Vc7gW5qGM/nc6SU3Llzp88EJUnC\nzs7OwKAZRuOcyXTUP+yqqqibEqkK4uPb9HCeuicb2Yvh+7z37O3t9Qs5egMR89hGIrzp2PSG2qZl\nXEzwFkrraDrB0KZtkVlCKhNsOUdYR0B7HK1pwXbEy85DbZ2lrYKH4jvweLVadF5LQ1FMEWJdGR02\nnbwX319vTgEHcmpduhE9HimDLGvr1yqN1hhq76k6DZok08wvLvp7lHS7szEGZy1ZktIAAonSMpRJ\neE9Vd1rKUjArcqzqPKKm7hnSUsq+vMJ4i2lXJFIiEVihEElC3TrasqXYPcAmGU5ojO9CJN81iBEO\n77sKfgLg/CzvxDmHTlQHMht0Innw4CeARyeSl+++gZRJvw6uIxU+b06oDWP1rLl70+N/qrVa6x16\nLUw0/ImdCIQQfQuam/zEMQzhYky6LRu1SbbaPF78TNw1hmFbvL7NotIhHnSlHS83Lw8ZemzxeMPz\nblYcv8ixt51r+Ft6OiA1gS4sEInua5eAK2Dv0MOMXUGjax83j6jvEn+uE7aPGZJ4H/sQpBvDDFgM\nl7dheVG4PTK04zVWVdWH0/Gaex6UXBdQRmMeu2DE5z/UqRFC9GUZ8XW4qs8d1HQkzktUmoUe7R2e\n4zY8g21z5FlhUZwfdV2zWCwwpkUqqKrVFS2dZx3nunHdXLpuzb3I/P7Ua7ViWvv4+LgPtfI8D6Dv\nvGKxWJBlGbPZjLX7dvP6q6ZpGI/HjEajp1LjQ6MyxH82saT4vhgWRoMI64xXwFYETUzrynXYFsIQ\n34GrVzlB1113HPHzQ8H5uBDjtQ49Qufcx85qDb9vmiQsl8sgwdlps/gWZJrTLi/QroW2xXffv6kq\nUp1gu0VnbIMzAeyN3zmKToXQsQBACoWUqu8wEY2rc0F2JHCmAvBqjKHF9qGuc9HoLAY0B41tm9Dp\ns+sHfzk/xzRtKGDtso2jPOXy7JzVaklVlmidYpwJXoszoS2xc8hEU1c1LC/RSYJPg0EqdGAJS4LR\nads29Ek3HumgtqE7q0rHeJ0ikhRVFLgkxRKLdEPqXyqBcx7vwRG8ns7d6VLr2/0DIUQXlloePXrE\nzu6UyWRKVZXMpvusVitGI9VvrFtT3MJtLZvY3MRvMmdexLB96uCy90Ecu2kq9vb2+okhJUymKXkx\nCx6DtHhi2g5g3Xd7ODbBraEuTlyYw7G+wUPtk01SVbze8L4Aeg8L6QQhUwNRNMlbUCoLQYgLYko3\nfY5XdsuBoYpew1DHefj36CHY1lzx1jYBxSHuNcTWIl7hnKP0oLKUVHlyYfFVgxOaxkAmJa5eYW03\nmU2LA8p61QO0iQoIads4rGmCKmBdU1ctQujQ6lcIkjTrM4BSq56c6VpDojQeSVlWvcehlEKJLlSm\n4xa14LUEn9DUJcan/WJLkgQpLN411MtVX8Iyr0PNWNRUNm1otSw85DrDIPu0tMsUjW04X5yS5aPQ\nCkmGFLgTURpWgQODxZkWZzzZaEqSFlhAFQVqd4eFlAgfPEppu6wfjgaH0DLoDHmDs6GEQqAQStDU\nbY9lGWNCGCpCZX6aprz00is9hnV+fs7Z2Rmf+9whxjTd3PQslwuyLMiF0InbN6YOoSWyJwWGORKy\ngd4HAzica5sGRvRIuO/n+OYa2hyfOrgcJ0fTNKxWoYvOMLQoiqLHNBKdxU/e2BpvSzm/6Bgu4Otc\ny2jQ+sUxwFzWDdHSK4ZgGydneK1DTyyeJ6Ton70jbeJEP913XlfdS+n7Cmg/uM74XmMtrgsrlQjN\nAKOnslisngpvhyFNL0gl6XfnkOGR5CLvF1v8bLzGGNq2VdsLrrd103tAUkouLy+p65rlchk0lIQP\ncqVpilOBpawSzbIq+/sXQz3r6Npch9Yxxq5byLTWUIioyxMFxxyVqcAJVGoQ1iKUJkkzSFNa5NO8\nisE9t9bgBGTJ1bk+Go0oy4A3tW3L8fEx+3s7vWRpnud9KDiZTFgsAo4W4ZmmaTg/P+fo6DZ1UzOf\nz9FaM5mNO9A+6Q1xvAch/FzjQi8aqj1rfMotjBVSCiaThMlk1oNfayzG92nT8XiMQBDVzqKX8rwR\nF/dN+QXXjevi2OFiapqmp4vHnWN4XqWeVoCLRnZ4vcO/DflEQ6mNbV5RHB8HT9oczoX+2N4J0iQL\nQK4HpVOsCPIJAg92XZuWJAm2fya+e5am164OeJBGdr21lFLo7nfE4oQPCyvtmMoIT2tNz6NZLBb9\nPSnLsvdgnIhN9tYYXtt5z/P5nNqEOi2VaIrxqG+QN2RLo6LMg8KYrpzDpdR1TZYFvG6+WPW912a7\nO7glXZucrieYAiU0Bk9rPd60pN1zaGsDXUPAbSMY6Eu8FJzVZ0ynU4pijDGGJ4+PqeuWLMu4desW\n9+/fD9rLnfGNwnTD5x/wv7ARTKdTRqMRUipGRdrLo7Y2iNolSSDEKj3wVIQHYfFOfSIb+HB86r3T\n40OPWM8wZAjgWPjCSiasyz6ChshNbMim0NbzGJXbxmb8ep3HEwlvEUyO2a94DZtGJV7f8PjDkov4\n9+E5hseJWM82idVNb+RFh3AiSJi6ICtRNQ4lPYlWtF1nieFRhRCkWYbpyhVwBtclBYwxfR8r07pO\nFTDpiXdCCNIOiHcbHiMQQi7ryNMMMWYt/OU8ja5x2jKkYgylP0NFfIsUINKE8WRC2lEQlNZgbaCx\nek+n8h5+yzDHlNak4YaE9jZZxsXFBavVCqkVmQtYVZKmHSlRI4RBqHD/RJLihITOwLZ9KejTzysY\nngUWT6azDg8LxiT0MGv7zcg5h1brpEf0RIdey3BNRZxQdnV2cU6mKu0zh6tyydmjM6SE0WjEZDLp\ndMddV6IR0+Qbhudj2KFPF+OxECUB6DgAcTqHv3mchURnnbTlOnYcZqc2MYzNEGNbyLEtZIrjqiTG\n06HLdVbfWnuFVzPMSA2N6rZzDjGpCFZGwxUN83ACxWsaSlHGv6mBgNMQmI7XHY8bvZAePN7wpIwx\nSGcRXSV46xyZTjDOMspylLWYKkxiJ7p2vwPjGPGHWBoR8BaH9+tnF4mbsfo57Rawa01/T50xpFpD\nloX6qw7LMMZQrVb9sZRSOKU6xnQw4qZtSbUOvblU7Heue+8getkxyxXve8wYVtWqvx+j0Yg0CRmw\nR48eBW/Lpuv73hlMKQuwoVRD6IQ0y4K0KQJvLDIJiobxuIEUGYigTdMgYpFrknB8fBzkdfNRTxqN\nz0uKNQl0MzSPpFgp15tQnCNSqv7froM6PBGrCs+nqlZkWRCCF153f7tmzfir6+QmG93PTa3WtoXc\nNmGxFsW4u6nde7wET69Zct3nX+RcP+3YxGiA9SLquERpml0xmNtCv9jBUWvNeDy+0qM64hZwtZf1\nMBMXSgeuXtu2sotoXONPPMeVEJAupY0CqYJeDA50QtvUhPKHteflvO2xDi8CLnF+ftlft7WWxWLZ\nh867u7v47hyiO6expifiaa2pfUXTeTPxfo5Goz5DVtd1J7sRSI9WmL76XWuNEpJEadCKtEjZmc0C\nONzT/Ts6R1ihGGMC4NzWWOcCO9k5nDOYDrMqioKiKCjLkp39PYD+OSVJgtAhE+WFwHmP1xqh9MA4\nhLnbPxMRjGZZV1hrmU4naK3J85yXXprceA7GORCJpfE5hvNcfa/vjTN4b1Fakucpr7zyCkJ45osL\nymqBVJDIEYvFog/3I5k18qxiic7m5v+s8SkbntgGbTveFnZ/up2gS2H768lMNwFVhwvrp8VBhmOI\n0wyNS/y9GQ5t4w7FEfsXnZ6e9uzdiO8MmwzGxRVxis3rGF7P5rUNge9N3CgcWyGwPQ7nvMQaR+tD\ne5q67Vq4GBPa9RKb10UtYteXP8SFUJZld62+l7+I4leqM9DeBp6UVLoHlBeLBcLTL6bI6UqUJp9m\n2JGlWpVX7l+i155NmqZIrRjt7YbKdevCb+dDF1BjobVUtl2HXay9vuEzsx1B8ujoiMvF/EooH0OW\nJEnwrqVyjrZpmGiN0prWCRh4rr3nLCNbP2c8HiOl7EW9okzHTcbQE1/zjOL38f1vWM/LNQ8sXo9F\nKY2UgrJcBopCohHC45whlDmtGI/H3Ty0iC1m5HkM6Z8bj2fbzdV6Xf199YvEHXqdJt8GqG4zKNve\n80kYnqHR28RrojrcNv2dzWvQWjObzZhMJr1XEo8VyzBimOS97+u2oiGzNoiMD8cmthSNVGzVHBf0\n8FpkD+RbjHOBTas1wklGxYS6PIdqKAIusG3dV4mTJGRJiveCsixZLBasVitOT0+5vAx9yPb395Eq\nGKUsDbVOOM/Ozg4+y3vMJ+mMUFzgQ65PNL6RlQ70rOcYkkwmE9I8QycZUki8Dd+xqiqqqurD4Fo4\nVnXVZYRCsW/QvREURcY4D1IdQghOT0/7tkZpmqK7EC4aIEWC1Aq0QibBAPo23FfEBiNZQDQGk8mE\nZVX2Ql7O3Ryji881GtzwLDfxvqsEQNcZ0pBON1hrMLZhPp+DcGRZQtrVocW5Y4zpw+g0TXF+jVkN\nN91njU+ZQAjrUoJtf79KGPTe44k7UFiQm+DrkOOy7QZsNTgbfCApQsO76P7fjJEnBoYiYg7r25v2\nqnnrVOXQCAyvcxhGRQMTd9LRaNQbsk2PZfN+DCf3EKyN9ygC3+vYfx2SOd9gA36LQpGI0FrXG0cy\nPuDxRw+Z0JJpgWkdqVQoGYBIrSXCpwjhQSucFGHXlDJklYqCb3zjGxwcHNAKT9nUvPX6Gxzs7WPr\nBmNammIUMmbGcjjbxRhHcxnIpIXWICVOdd9XCiqaNT3DSUSimU2mITRQilRIysUq4E1FjhdQNQ3n\ny3VtXWNCuv6DBw9wzrGqlkgJs9kMcbjHzs6UypYoIchnCdYKRpMEKVUgjqokVJw3C7xMmeZTLpxA\nEDx3nUjKtkKpUehu6rvsrafzpBRKZEzzIOdqnUHrFCkkUiqs7bwYL7rW0zLaLLyPaf9AfCyKAtc1\nUYxenJCiq2jvyjucxRlLMcowpiXNE5wzIAQHR7eYzy9onUXT9PVtSmqUShjliqqqSZQIraAjh2wY\n8j9j/Nx4PC88hNuKpv8s8JubjudZ+k0jeZNQb9goMOISw8/ctOhv27XGko5nZfq86DYFLzFtA9Zi\ntSQtJlSXC7QOkp9tVZN0SQ8hQk90KRVZkbOqSpwxeCnY3d1lIZd85jOf4Uc/+hGkmsvlgj/8P/6C\n3/uv/hPq5YpxMeb9995nMh4jnKeuKrQItU/z1ZLpdNrzvGKZQpKFBeq8o+kWX9XUJElCeR68l7a7\nZ49OniC1Zl6twuJzDqkU3/nmNzk7O8N7z2x3GlQmbcNsNuvvd1EUwRNQGWmqyUcTvAe7COeo6xqZ\nery3LFYlcrJP0xg0nkY6JtMdytoCNsAGYj0HtNYomXB5eYlSAXNZa0U9nQDpy0hEVDAIWE7bNoT6\nw3VWN0IWzq6B9+HGFTGbyMRf1SvOzk8pxjnn9pzDvUNGozHehUTFZDSlaVpM3ZAW+dPz5ufZ4/lZ\njU8qfHqRET2GzTYg113flRj/GWMYZg55PHF8XMMTjzfEh64f3Tm8QKoEpGe2v0/la+ZnxzQYtDOd\np+gI+HY4ZtA7WtBUbZ/1GR2N2dvbQwjB33z7W8ymE+rFGUpIXrp3j7feeINVU3F0FHRwTj58xIMH\nD5hOJmAdzbyjHMRQS0jydN2at6wrhFZcLBcBd9IKJ6A1gWjX4mhWC6qmZmd3t+/RdevWLcqyRCnF\nZDJhNBoxnhTs7e+TZpqkyzQJ6bHe9kxhrZMu3NWh/bFoMQhaJ0h0gXEZggxnFM5keGrCrhlxvwDO\nR4C6bVseP37C/fuvkmVRp8ehuoJPL30HCvv+uSAcUsZQs6ZpKpwrBhQM+nPBulp9TTy0oVTEmHCP\nXMvFxQWHRwe0TcXZ2QnOOcbFiDRTVPWCLNes5qt/bXjg58vj2byW6/7+rGuO4PHH4eI8awzj/K3X\nEOGHLlUacFHR/V+g0xyZZsgsI5UKc3mJkY6kwy+UCjiDjTtt5CfhyfJQJnH37l1+8KMfoqViPE55\n9OgRt2/fRqcph3duc/fll/sWQU/OT2lMSK1XHbCNdWRJSp5l+IXpCYCtNSiR0lrDqsOdhBAsm5qs\nrSmKgvFsStJk7O/vkyQJT5486Yh0Ifwcj0YkadrjZ8NsohSBvOi9Zbqz120InQdhHJ4Wl2S0XnJ2\neolsHmJQOJHzxmcnCB07bnYsZhFZUb4H48eTIjCyW9OB1UMCrAzh0lD+RIRWwkLQUzquPusu3OIq\nDSVskOsi3jwPRmQ8HvPKK69wcXHGqMhIUhVE7mvFdDqjrCuSZI0Nbo7nzde/c4YHrno8n/SCfdY5\nhw90W+X1ZonETciMkfo+mUz6STEsDI2L+uNc77AwdtsQV3S6QxjjPThr0EnG9PAuZ2cX2Loml5Is\nSxGd6PeqLPHeM5nMrmBJs8mMnekuVVUF0DdN+fDDD6nrmne+8x3m8zk7e7vcunObtMgxeHbvHPF5\n9SXqVcnB3j4/+N73gmezXLG4nDO/OGOqu97hSiITzeXikmw86nqChXT+r//6v8XDhw/Beb7yla/w\n8OFDvLGUZck3vvENpLG8fOcuAK+8/koA74u09wKidxnE3paU5ZJiPL2C5Vnv8FrTioQHj0/4kz/7\nv9Cz2yATEAlp8c/5h7/3X+KFGiAFQS9IdCJnj54cc3R0SGsEUmXU9dBr8USp0zQddQ8qsITC3GhJ\nshyq8gpVosf74kYyqNeTKoRay3JBnqddq+ZQt2VcQlWVaBFq+rRSgCfPU5zzaL3d4/65NjzDi7tu\n148hy3Xh02bY8bxM1mbqePj6NsLg5jmuu6GbJMEIdD/Lq4lx9Xw+Z2dnp+e6DI1mZPxGCYd4ruG1\nrzMWogcrh68P70s0VtvYzsMhRMh0hGMEoEeKkD51UmGwyHSEHs8oH3/EuMgp6wUJFuskOktRKukz\nS0MGdyQLeu+5/9I9xmnO9374A3ZnO3z329/m137t1yBRvdD7fLFgZ3+P/M4d8iyjsi0Xp2cc3D5i\nNptxcXLK+z/8CWdnZ6Qi5e7tO9zdmXF05zZnlxfUTcPLL7/MdDpDJJo8zVCJpikrytWKn/zkJ9im\nZWdnh/29PXZ2d9k/2KVpGqo2YCypTnCspXGPjo6IOskhdd1xZYSiNgJ0zvd//CNOFob9SUZjHGW5\nIpk3/NM//D/5jd/4NXZ2x+RFxmJ5ynx+2WE5ksl4j0SPKVeG4+Njnjw+0m0/JQAAIABJREFU4Xvf\n+x77+4ckScJnP/tZ7t17FSVzlBIsV3OWywWznQlap1TliuWy5OTkhIODg0B8TLssofNIuaZ6aK1x\nPmBiZVmitezn2mKxwPoWa1pUEuRNy7KkyCskQQdpKIvyrDX41Pz6tEITIYT/9nf+pv//ddexLU3+\nvM9sM1Kbrw1ruHpFOrYblk3NlM3zDxd1BIG99z3reMid2fz8UHdoWBIB9AAqwMXFRe/xXPd9txme\nYQnGlTSqu9r/a1tYGAsUhRPgO3F3WtSgbYovVzz54bcp6kt2E9F7PK5bhEWS0jQNF2eXWGsp0oIi\nG/V41epijmlbjk9OOL04pzEt7773gC9/+ct85StfQShF21X4jyeBTGet5XIxD/3rd3dwraFelTx4\n8IAkSXj1/v3QamZvt2+Vc3Bw0Hd7KedLJnnBO9/6NmePjzk/D7IZk2kgNU4mE6QWfZGl0IokUQgl\nab1DSE8+ygO3BYlSmqoOnKe6sVQi5/sfnvEHf/ovUTsvI/NdvFBoKfFtC1oz291FKkMxSmnNEimD\nEbh3715fg/bhhx/xzjvvsFyWTKdT7r38Ks45sixjb2+PW0cHvPLKyxweHvDmW/dZLudkueb8/JSL\nyzPGRUqa6q5jx04neuaRci2DWmQ5QYDMUbcVDx9+GLCt2ZimrclHGW1TBSqADAqMq1XJ4f4tqqph\nb7YX9KEHG3ecx7/4xS/j/7a2t3lWOLDN8Gy+b9M4DNPXm8bmRcOyIUkwHjNiAZsx9vD48f+RKOi9\nZ3d3N8gUdGUMMeaOqd7Ly0vatmUyuTmTdds9uDnw3uEQ3vfuuRcEHkxngqRQpKMpd156hePv/Q21\ns2i6Ns2pRknVe3597y5xteDw8PCQ5WKBMYbpZMKjx49565XXeO8HP8ZXLW+//TYiTzg+PWU8nZCO\nCharJcY7bo3usDINSiuY5OzeuxO+2zgjkZJ5uQreoVa03mHqhmq5QhpHu1hx+ugJy4tLUqm4dWuP\nyWxCUYRWNnVd4nWCSoIaoRAenSad1o/tylBaGuNIkhTrJEoJvFAcn63453/+Vzx8csnB5FWUCRmm\nJNEsLi949f5nMc5xcb7g/HxB3cxxrkVpwfvvPWIymYSWz96zu3NE2xxzflqSJeeB37M74uFHJ5yc\nnPOD7/8E7y07u2Nmsym37xxweGuP2SzWWdnOgIbK/PEoHDuC2cvlkr39nU4yI+P111/n8vKShw8f\nMp1NqM5L8jQjT3OkVJStJ01GTMa7tM15B2zf3CmI42+F4Xleluim47oQC16M7h3fPwzdorczVCHc\n9DAiCWv4maGg11B7OrrBF51cZ57nPdbzcb/7Cw/h+oxJZIwLKfE4rHWggvDXZG+P9ugIe/YY5zu8\nwjkEDusdWiYkXZdSb0Kq2VoLTlO1QZp0ZzLl7OyMW3v7JEcJp+MTVosl54+eYLzj4ZPHjHdmJOMC\nryWLZejNff/NN4JsijW9aFxT1TQdhjQ/O2d+fkGGpFqUvPvDHzHOC8yqQljH3s4u3jpu7e0jMj2o\ntwqcI1SX/cMilMS161BadHpAgfPTYn3Dshb89Tsf8a3vv0tx9DrGeiLa571nvlzw+PgUh+f4+BF1\ns8LYFUoJ7r3yMnVjWT057WrKUpTOEFKT5pKsGCFQVHXIflV1QzHKyLKUx08uODm95Lvv/IAklUyn\nY27dGnPvpTvMZjOOjo7Y2dnBtGGeh46g0JqGpjYomQbDuLhkPB5zf3Kf5WpBls1IpEIIiRQa6RPe\ne+8D2voBh4dHeJHgu2cev+NwXV03PnUFwji2sXjhamvgmyyeTe/iusrtoVcRSFa+ZzFu1i5Jnr62\nIVsTwAn/FHYyND6b3yGGYqGhYH4FBBy+J8uyviXtdffgKaPpr77eFwQOAMX4+rX30bTdMTqpBek7\nukDbhYApRihqYyiShHxnxtnFE5x1FGkW6qV8SMQbY0l1uDciUbiuDEGqoPeSKo2VijzNaJsG3xgm\naU5q4fLxCdYYVN1wev4B+WxCOh3jraG9XOKWFauzM9I8oz1fUNkLXt05ZNVCe3wBq5Lvfv2v2P/a\n36M8v6Q5uWCyr0iR7B8eseqKTJ2xZOOctMixzgX+kgyyHEJJBJ5VVVF7jzCO3HsUoUuqTUaUViN0\nysPVivdLC7M9KuvIhSeRHu8s9cqgVMLZ+RMODg8pRpqsGHFyMqdpLXiB1inW1l2bpLKr3avJstAc\nEBE0yaXQNFXLYj7nzp07ZHrcSbJMyXWK8jltrfjwowtOTlecX9SMJye8/fbbnJwcE9UUsI6kA6nN\nsibReTfnJdNiFtL0wqGk7jWu9/cPMK3Do5Eqw7um5xIJEX7+1ns8n/QYUrpvYpl/mvG8mx+NVCyH\n8D4Q0MqyDDiDjJ0awzVHIaybnHf4HbfjN885hlx3CBUiuNMOkEmnUNe1QsiyguWyJB3tsbAKyqDa\nlyvAWbI07xr1uQBIKoXwFpBICbQOKyxpnjHxntPHT6hWJYlU7O3uslwumV8uSKWkyCc0tcW5JcYa\nLtwjHqHDteY5T37wbmAg377HyfsfgrF46xjXnic/eBcvJbd39vncW58jSRK++c1vhrqtNCErclSa\nYAW0zuKkQAkdDK4K/biklKRKB4VB19C2BpkWnJcW8hmLxvGtH73Ph+crSuuxbcnMdbVsnQE3rUX4\nhvOLk9CNQgVd8FW57LqVjPtwe7la8OjxI5TUzGa7Hc+n7ZQDVwihUDJhtQze3aiY9YkIIQRNbWkb\nz0oayuUFabZkcel4/PghJycnJEnC/u6UL37xi9y//wqznQl1XSKkRykfmEbWkiaSxhi0SlEqaPtY\nEzJbHovH9sTRm46/c4bneYt9M5y6UjPzM7qeZwHnURArXkesuB6Px1euM7r/Nz3n5u9NI3uT+3QV\n+5I4O/TiwiZnrCVJ93A+pU0OoGxpnUTbFVo65iZoxUgP1jnoiZNhgedpASLIRWRZxng2DZo3Z+e0\niwX7+/scTXc5Pz3jcjEnNFT2aKHQK8PFux+CEHy4WCCFQHrP+994B4xFC0mWpHz2pVex1jKezCjG\nIx699wFOBIOf5lmQ7MgyZJJgWXu9Qgiiapf1sU6pwbWGxhlaJzBGYeSEv/rmj/nx+x8yNwonE5Zl\nSZ4FYN0LcNbhpaB1Ft9a0o6VbG0om4h900B2IeO6Hi3Pkr6iPmjvBC/YdVhNXyU+8GKttSxPq47x\n3GlcKXj00WUHUO8gvOTivOJv/t9v8c53f8B0NuLOnSOUUsx2AsmzGI1wnWLAfB5q7NI0RSqBp8Xa\nGuGflpB53vj/reEZZo5+VoZnaHS2eVfer/k+w+uOBY9DIzmsQ7vpuYfXcB3Afd2w3q3lDnyHQ3lP\n23Q1O0KSasXDx8d873s/4MnDR7z77b/mV964xWu3dxllHq2g6jKGxtkQskrRtW4J2cTWmIB9iRCW\njScTVmJJMR5xenzCgw/eZyYS9qc7ZDqhruu+3UrUrMF5piPFZBzU+kYkKJ2C97jKMJ1OaaTBG8f5\n42PO5peQalSeMp5OKcYjkiyltm3QglYSrA0AOoQ9PXaQ6H43TtCS0cgR75+X/IvvPuCdH/6EncMj\n5Di058kLQVaE1tiN9Si6DUaKrsljTlU5jo9PEHJdHpOmKefnZ9RNIDTGwtSonRQ/a8RaKkTqsDE1\npmW+DNyv0+PzvmPLeBykPKRw5EWKtTHB4Xj40SnWWvYPdjl+ctHRODIObx2wszPl6NZeVzm/g9KC\nNJV4DKarbQvz6ypn6HnjUzc8MSS4CQlu22K5LtV+k+Ncd4Oewp7804S7zfO5Z2TYNjNqw/MMsSaA\nyWTSG50INkspqaqq94Kuu+bewGwRwd8cw6LQWK8zPG+SJFRl3EkDaxkvKMuK73//+9jW8P677/PR\nR49I8jFVWTLZ2We+rJlO9lhdPCDLBT4JDGLdAZTeBeccJ3DehWpo33WL7RZl1vWxv5OmlGXJ6vEp\n7334AXuzHRKtGSVZMOTWQRurx8fQOqSD8vySLAnV3Voq6mWJV4IPHj6kxYEODSNnuztIrWicBe86\nbycYHtll34w3CB9wHi8Iv21Ci+TCJHxwdsm3fvwQX+yT7ZYsaseosEitUF33ztq0aJUFgyYDjylN\nkz7EruuaNEu6UFqyXC5DmUlbs7u7y3g87qvCg5pAp1edKpI8ECcbaxBOMJ/PWSxC1w1ES5opkgTS\nTJBmHmNXLJbrrhzSBXUAnUqskayWoflCXTnq6oQP3z/hR+kDbh0d8MYb99nZnQYBehnwv1AeI7rO\nv+IKLeRZ41M3PDdP7z49hnjN8Hif9NiWKty8sdtu803B8OtSkcPvFiZr+tTn4/uuvv/ZvCff4RXx\n/UNJDecc8/mcyWxK0fUxD4xaw5/8sz/lwYMPEUjml5csLuccHNxidX6ObCtOl6d84RfvIzBkRcHx\n2SOynR2KaNScD90vOwRSSIlQQcMntMEB74P4+lTPWCwWjLSCxtBozWW5JE+zIPwlBKlQvfeTKUld\nVf2kr9qGsmvmV5YlVV2T7+0w3ZmRjgrSySh8Pxx4R9U2qI6rI73Eia77Z2NBhu6sxjvKVc2ibPCj\nfd59csEf/dlfU5Kxc3iHZLJDeXkeQqIu+eC7cDosToNKkl62YzROu7KIlrzIehJfVVXhvksxIOit\nm0zGZ6fVWobD+9Bx4uLigqLTf05ERppplJIo5RHSUJVLsjyhNQ2tgWmxT5IE41VXlratSFONNYLF\n/IzRaESlFG1zwsnxBbPZhC9+6QvcvrOHsTXOmh7/ipvzlQLWa8anbnieNW5qRK7LiH1S5xVcXbQv\nEppthjw3ed/w+7xIih/ogeBnnWcb2Dz8TvH/sfHeqBjR1BWPHj0Ju6n1LJclQgTdZFOWJMJyMT9j\nZ/I2ieiU+JL0yvEEXV/3wfl6bKIT6IJAPky6NsFWKVxRoEToYmqEpypDaxqjdK895JWk6Xph9YRN\nKaitAa1IVJDC8EIgE43O0pAetzYoDXoRuoh292B4nOH1egEoSW3hYlnRegGJRqoEneZUbUPudG/I\neyb64Jn8f+29SYylWXbf97vDN7z3IjMys6ZWs5pNNZuEJIoCKQG0IUqgIFsCIQGUV4I2gmRtDGth\nwTZkifLCK0PDRjBgwxvbgCAPIm0vRMsLS7JMUhRFNsXuZk9V3dWsrqqurMqsnCLiTd9wBy/Ovff7\n3svIrGoOlVWtuEAgXrx4wzfce+45//M//5P/d0zDUGpS2fTeU9sJ/8tyF8dzYl5l7lLYWiRkGVJJ\nw6Sjk89tnoDInvgUzmtiVMSocA6MUoxjJMYRrTvefONtqspwemOVfMSANodidx/prNb7Leb3O/hj\nDOWDvOc7Oa7pice/77H3XMJufhLO8rTXHX9/fl+O5S8bc4GxYwD5ss+ah35lkaaJaa2lrmv2Xcdq\nVbFarbj99jv88i//Kq+//gY3Tm/y4MF92uV1mmbF/Qfn2PEC4zd8/yeu8XueXxDdFsfI4to1hqFn\n3/fU3qPQVKbGx0ilc/uU5HkhDPEQAyrIYmiXC4auR9+4TnAe3dbs1huG4AmAD17AZq3pOuH1eKT9\ncmb4Oue4fuuUxWKBA2xTo9sa09R0bpT6swQ054Xp0q4tjz3BBbqxY7ffMypDtDXfeOtN3r63xdua\nPig6L3o2KnXFCCEwBjEGo3NUlZVj9rlXeyg9veYdYbM4vtaa1WpVdJZL2j8dmwuhZNwyEXUYBpbL\nJc57lHO0tiKmKnbnHG70DKNjGOTcqspIE8oimpb7do1oLdX3fTcQRhiHwHLVsI0Db3/7Lvfv3+d7\nXv4EP/iDn0VrR9Oax0L2p41nbnh+O8DuB9W0+Z0Yx4v4GK+5rKxintL+IJ+ff19mPNqEe1w2Dso/\nYiwlE8e8n/xZIQSiynwewQuauk48DUtVNVxcrHFhjzED/+z//Xm++tWvo7C8e/cB4xhYrATIDOOe\n01pzEiJ/4o/+YYzr2fdbls/dZBymnlzee4xWBbAtBi8p/Kmg8DHggy940H7oUUZRnyxZn1+wOL2G\n09CcijrjsBcNnNpWVEqE0k2MtEY6KVhrOVlK2OEAZQzVaknQiv3Y09RLEdlK9y+HLQZwIRFWtcYF\nz5hkWH21YDM4vv3eGRvXMAQxgDEM1JX4S/vdiHehlLxYa4kaXC+V5rsQMEZwu3HsS2ufEALbrWA0\n7aJh2S6obUUMnipVtI8x4v0IPagqUkeL8yMX6zPaekG337NcLokh4JwwqcXwiHfpRs1yKaU3IjBm\nS2lP1q+u61qkanddUsKE6APv3X8g2JmVVPo777zHO7cf8O/+0R9GacvoIqR5pe1H2PBkFxIoRYN5\n4c1j1yct3Dmb+UkG6DJAN3/33DLPX3fM9RElCOkgGqP4NsocfncM8bH35c+du7Xz83vadZl7IjBx\nfmLCDnILk8VigXxUjrNJVcwSIkSEBe2dkxa9ITAMHdoqtts9TbNAq4p9N1BXS+49WPPOO+/yzd98\nm64TbeOvv/oWtV4Rg2Kzf4TRltCPRDVQ+x5Nz6oN3FpWaB9o7TIR3xwraxn8IB1GjaSn61aMnAKp\nEwIxhCoSrYRDHoVL+jJBR1wjIUd14ySde0VzTVrLmABqP9C2iWOkoLq2LE0HlTHSssYanAVdGTEo\nKhEFE0aB1ujcGVVyCoQYGdzI3g04A33w1KubPOqgUzVNvaI/fwBODJoPgFPEaLBKT+2HfCzhi1EK\n4sjYD/R9z6Jtaaqabr9htztD68CqWbFaVAQnHlFjbQGNo9Eoo2htxbA7p+sGFpWFOKJjhY4BqzTW\niIZyCB7nBwwC/Pb9WIp2u25AWA6BrusAiq53VVXs9lv8bE352NOoBuU0SjW8e3fN//m//zynN1Z8\n76df4vf/0KdBdSj7ZMkM+AhgPB80HJm/9mmf8UFGNmoZXzhmNz8JrP5OjjW/7jhrdRwSHXs4xwbx\nOLzKSnIgTeXW6w03btxIHI/cLjm/Rwxi13XUdcVms0khmyjdnaxq6rpltx0YBse/+qVf5Ouv/qZ4\nCAF2uz37vcgr4OHho/tcnK157tbzUhqBYtG2rM/e4w99+vcSvMMNMnmrJhHZYiiMbuccbZMLCuVc\nx5mW8kGyQB2GjbkGbm6MyyaiSYLkKmVW0n2dKNzTPa8kvayM3P9seLIoPPpxGkNmty/bBUY3bAbJ\nRHVUxWiFIDVbWmtGPxzoHhuriEGjVGrZE0ZCcAyDGPbT01OMUWy2O+EW1fYgm6lUS27Ml88j6z3f\nuXOHvh+TZxKxdppzufHgseTu/PplHlAW4j9WVggh4GMsXS9yOh8oTRGJCjfC7bfvEmLPH/zhH2Do\nP8IYDxwu4mMDchnv5f0+5/1Ct2P50ad93mXfmb/nSbjKfMz/P+/hfvyey4xPHsfHmHfQ09NTvPfc\nv3+/ZG/mglvzY80Fmm2zwvmBEBXea9p2yYP7Z3zly1/j619/DaLB6Jpx8Jxtz1FRQMZxHNmtd5yf\nnxODLHSfRNhjjAxdz0sv3KSqDN6LYQhOznUIkyIjKGmEp8XFn/e3SicuhifEgpnNDfCUTm4m3MI5\nvPNoLSGPlmRvMShoJQJmatZTq7JkrWajNT5G8XR0AnFnRm+327HbbqkaEY3X0XK+l6xTsBPjPMuv\nyjWXSnVjFcYmxnnUhDDNB/EuArbSSby/SwTC3ApopO/3gCIEx/n5WmqltCYEXzxfkRiRgs+u69D6\nOkpL9nC/28y6TSiGoSt44WIhBaT7/bZgTsvloszRvt/LvdCKXKcnGU5VcKpstE4WK4be45zn/r01\nX/7SN/mRH/mDl66JPJ654TkevxXc5zvBd+Zi1Jel4y8/hmMjNGmaiBEKB2JQecx5P09jHc+P4f3O\nPXggamKSqlguTgg+4hCRda0sIUlqJs4qMcLoAlXTsjvfs1l3LFaWd+7c5q233uLLX/oai8USpQyu\n70Fb3Bjwo4Rmu92+yIzWjTR9897TVDUEz6JuOL12nX6/JTph4lZWS8uawR2EmUPfp+Z+UzZrul6P\nZ9vm1xEmUfG5N6mUQrmAV3LSUSsp8AQxLikzZLUYnezxpA/EQgF3Xa7B00qMbNo0KmPRkYTDbMvx\nzevf4PENS2vp1wU5g+TQGpwbCms9hFBYyTJXJs2kXDTs/YipjciuJtUCUw30Q8dyscL73Ccse2lj\nMRD5+mcge+7Rjclw5nOPxegqnPeEMYjcrXeEIRYg3EfpHT+4ERB8KMSR/dhw594ddl3/1Hn8gQ2P\nkhae/wZ4O8b4U0qpm8DPAJ8G3gD+fIzxPL32p4G/Ajjgr8UY/+llnzlvQTL3evJCzfhP/vs4JDr2\nEvJNnN/8OQ40x4xyBmfeZji/d85mlh1NdIQhFjW6YRiwNklqbrfESKlszrvybrdjHEVgKnNPzs7O\nUqHdrSd6QE86R0DS0enaweTuZm6IkMHqxAkRgPXdd+6y3e753Oc+J61m1nuu3XipxPTDCPtujTEV\nq+UJj84fsV7vUSnzstlsWDRNkbcApF5prMAGjIbaKiqtCQ4p6qxgv+tpq0McTTCGHq0le5b5Lt57\nYgKaI9M8yNmmuXHO4V/2YJxzUGuMTx6FNayunRCVeBvKaJFXbRdSlV1ZwaDSwjZV6t7qHT5hHSFK\n3y/nHDdPb0ixpBZC4rzTaN9fiGoAJwzDwGKx4Hy/wSbvpOs6mlZjTYVOOs291qACy1VLXVdAwPkB\nCAxDz2q1pG4qQvToKIW5cg2zfKzHWs3Z2UO01vRDh0LCL1krMI4Oa3XSXg7JUxmpa+mRJT8Q8HS9\nMKT3/U6A6bQ+UKCNwSSyo3MjOniWlXCDNkl2RMJI0ePed56mMbzx5ruXzuc8vhOP568BXwOup7//\nJvDPY4x/Tyn1N4CfBv6mUuoPAH8e+P3Ay8A/V0r9QLzELZlXSR8DyZd5MZeFXnOhK3i6+HnerfKk\nzV0bcsP7/Fzf96VifLvd0rZNKnT0rBItP3eylNi+Kobx4uKiFHbmJnZnZ2fFIDnnStO291MBfPI4\nPEdrhXvR9z3n52s2Xc96vearX32Fr7/6DWI0XJxvWCyWvPDCCzz3wnPcf3Auu6wLbDdduiaaBw8e\niGFQRhaajdR1S9s2qcFeh1KRWzdvYryG6Ki1orIQxgEVR0ihVnSRYKbQNIRYkghd10k1dVOXe1lw\nN60Yk/RDvldz3GsenuVC2qJwmLCbum3lmqdupxqFVimrlkKrtqpQRgDgqBVut8MoMKNh7Hth9+rE\nr3Ge/TCwdpHz83OZA8azWCzo9uty7Ptu8oZEKiKHhDuiMvTDyHotZQnL5SIZzkFCt+BBBYax4+xs\npKoa6WoRpbmeMddLm+FhGJJhlM372rXT5DHFIpdLmK49cNCPLIepIREbtdZFoycbnjwn5k0NgRTS\nTViQSrhjrWp0MARvCe9TV/iBDI9S6mXgzwD/NfCfpaf/HPAT6fE/AH4eMUY/BfyjGKMD3lBKvQb8\nGPCrl332scG5zL2eHcelf89fexlde27YVqtVuREXFxclRs+i4vlY8o0QT0qhtGW93nP7nYeFY6G1\n6BCHqBh7z2KxLLhFBuqyF3Tt2rXCPpbwZVfUBb+z8fgNzQbt7bff5ou/8WW+8BtfSw3XWoZeKsFf\n/p7v4+TkGiEE7rz7gP0ontt+2LAfxDNqV0s2+x3d0BNDSCLpU5tj5xy1NUTEhbcxEp1n0TbUlSH2\nDkWA4PHjmEKVqf+Z1qqIlscoXpqtq9n/5XrrqGnrtpyXUhO2lcs58r0uHm4QoS5jTDEmaE1tJjkR\nlTaqwNSPSymFiwEdBWh2KYTIYGttpRe7Ugo3jvSDL6FW3/eEMEmr5MVoraaqM4YlmSXvA2jx1rbb\nLYtlnUpgAsO4w/vxIHyUDTQU7CZ37fReMJqmrRgeduWaZM6SMYbdbivHliVf0vE3rWBJ2gBqgdKR\nzcVaxPNVkPKQYSIVWmupfAOqKtiOUqpwi0ROBswqYWZGSV8xFNH/zoDLfx/468Dp7LmXYox3AWKM\nd5RSL6bnvwf417PX3U7PPTbm6PtcAuJJXsuTsJzLUuN5suVQKk/WGGMBY3MNTIyx/N9ay263K27z\nyckJIYgUwY0bN7h+XRy+9XrN+fk5xhhu3ryJbaTbYi7oy/3Pl8tl+TsDezk0+p0aWmu+8pWv8DM/\n8zPsu4Fdr1N/pA2feOllbt58jqZd8ehsw24rAGPQAjrudjusFXlMnUoDtFaEI/Bbds5R5CJMmsBI\nM7fFYkFlNCPSGjjoKHITmIN7plRuKCfGZ7PZoO1Uma9TEeWiXhRsRb4/FHE1pbIkqS6eTwihtLfR\nSpfskgueyhhIXlY2IGrmCbkY8G7qLZU7WOQF1taV9ATzYgT2ewk98/eOoyuego/iSZiCEco8rBsR\n3erHiHNTxkspqfLPHsgwDNhKcJo+YWHWyrGMw1gKPrNhyNXyxogYV27o55wTDEjrA9rFXNEyt0iO\nUXrcn5ycsN2KNEe+H0I6DPggxzJvr+RnRk1AcJKXv0g8oMtlevN4X8OjlPqzwN0Y4xeVUn/iKS/9\njhl8dZpYLrfSnU0QsdYysbzzDK6fgMQMCqvHgcfckGy5XOKc4+H9B5yentKcikuvjeXG9dPDA9GH\nQPKtWzfTxR3S5K/L5DBajvH0+nOcrG6kBWCJcWK+Ct6TRbPU7GsixEitNXXTJP79DFxVoKiEIEYG\nJoWTUQo3R1UkGuq6Li73z//CL7NYnnJ2dpfdbiRqxQsvvMT1G7dQxvLtO2+jMLhEbDMedvsdi3oB\nBKyqOX94QVstGBm5c/8ON06vJRyjpzaWGBNz1kXssiaGyOrakpMTz9iPNLZh6LfCfYkjaEUddGkb\no1RAK0VdiSRE8LB+eEazXLBqF1SVJgTJqDSNtHfRxlDVTcF1bF1h64nzZUsmTPCIGALOC/vZWss4\nuNTuJRCYgNZxHIlKsLIMKJtFw2ZzQb/bURmLJUJwhDDQh4HN0LEPue5yAAAgAElEQVTtNA83A6Y+\nJboKx0hAui3s+15Cs6BF0c+uMLqlqhqGYaCqYRg3+NDRtG0S+4oYndQGjXRRdc5gVGQYvUhPOGEo\n1420r1E6cP7oPkMvnqmtFW7sMcbho8a7XjR0hiFBBS1aK/q+Y7fbUdc1m/UO7z3n6w3PP/883baj\n3/VpzlF+qkoXiY7KVtLddRixxqKDlFN02x6tlUjAKsew7+F3wOP5ceCnlFJ/BlgA15RS/xC4o5R6\nKcZ4Vyn1CeC99PrbwKdm7385PffY+G//u/8egHEY+cN/+Ef543/8x594EMcl99nw5ImUjVFOW19c\niO7IjRs3CiB6WQYLjtUNI8YohmEEFdjtZXez1mIrK4vO1ikEkBSx7JBTg7wnp/YDWVBr6iKZDedh\nP3jQiQioRfVOGcIY6boBWzU8/9yLbLdbdlsBN0+v36TvRta7PU1zymq1Kv3Xd13HMI4oJbukxaCZ\nJFaNMWy3W7pu4OSkJgQKaJvPo27E48iZEe893nnee7DmpfYa3d5hVST41B43BlR0OKcPNgutdZn8\nGbD0o6bXOYkgUzJ7jHnnzdmdOcdkHhaHMOF9KhnpfOylTIGJ5yQhV5Kf1abozfhRlBNNajejlKJ3\nybjUFc4HUFL0GaOi73M2aeK94A9xRyEORpwf6Lo9PoxFh2eexBBDW0nWaxxTEkNE1OqqLTIUbcKv\n5hydgt9ExzB2KKXYbHY0TU3TiEe0Wp1wfn5RNuW+74vXmL38vNZylGCtJQrDED9kDpAnxuFASUEp\nzXt33+LevW8XnO5p430NT4zxbwF/C0Ap9RPAfx5j/ItKqb8H/GXg7wJ/CfjH6S0/B/wvSqm/j4RY\nnwU+d9ln/9X/+D8CcnO0J5cczCfuwWJWh6/NP+M4lkl67fTkqYDz8XfNzhtjsispNPK84LQOB8c1\nXwD5vZcZHfn8Uvh19P/D5+dZHVlsFTGCc4FvvfEab775JsYYPvvZz/Lqq68WF1l6q9clpNsOWwKP\nY195oufvymSzKZM04K1+bGHk9sA+BAwaHwPaCjN49IHMzs2fm3GBuRHInyeGYgo1QpWzhxTvMRvA\nudzC8f2cX6v543zMGceLhAKahhhL++KgJpwsxphCmhwCJnzJedwYWKf+64NqcU7h3EBtphA/RmFk\nzzfKbJDyd5TvwqNSWWqZ22pKzWfjkuflnDs2/+z8efka5fPOr81h6fz9kxG3JdMYYyxQwfy+53Pz\nTI3/QogJEJ+O9fkXXuaFFz9VNoyvfPmXeNL47fB4/g7ws0qpvwK8iWSyiDF+TSn1s0gGbAT+6mUZ\nrXzh8kR6UoYnT6R5JuNJWA9QMg4vvihKahnZf9o4Lr3Iizhb/rnkqLE5W5E0alJWYByHArrlczv+\nXvk7n2dMxCyp750/r7SAc95rKtvg8bx39z5f+9qrfOWVr3F6elo8h1/6pV9OuFXPft+jgmIMPdst\n1OMIyYOwdc2YJicqpB1SHcT1GRiNUdiplTVpMju22y3W6rKr9sOe2jZUSvHOe3cZ42ewAenFpcDE\niI8Rn0LCPGEzAzaHGUrJZ+ZMSYuws2WB1mVezO//fDGURRKn7IxKafSu68oikPOeMjyjF/F270Xu\nwjnHer+GEIWfVOaepqoaej+y6xz3Hp2z2Q/4hSQdQnTFA+77nkCkrW3BDOW6JmPtHaPrUSkrFWPE\nVooaIfRdrHcQI+OYQPyYheLUQaZJ5uhQKBrZSOS5mzdKpWXTzN7L/fv3WS4FP/NhpKoljB0GyY6J\nnIY6MJbJ2UlT05d1YYw+2Kzq1HV1Til52viODE+M8ReAX0iPHwL//hNe97eBv/1+n5cnyQc50DnV\nO32HEOTioWHJPbkh7aoJOHyaPsgcjI5xCpuGoT9YjOPYl0kWU/gj7/flBh97QrMzyF1i0glwqXxF\njB6NJSpNiPDunfvcvn2bX//1L6KU4vnnX2QYujK5zs5E/+X8/Jx79+7Jout63DgS40LCproVQ+M9\nWilcCIQkQFV6ZSfjkxdM1ofJi0Zn4SdD8SoX7Qq849Vv/ibuJ/8YTltM9OiIMI/DtHHMOVkXFxfl\neySbM9HwibmMJRe0OpyT+7NYLMq9n/+WjNOhLIQxJjWoEyC3bVtQU3g2DAM+JoA2GZ7oJQyrjcWo\nrIUtWAu6plme0Pn7eCXN/UIIVNpgjVyPoR+F2CmzAucHnB+wuiohdIwRrRTjOKT5ZDF2KmXQOmDs\nZIwngP0w6yuAbvZYHF23S9SQPV23Q6nIbtdx7do1qtrQD9Ksr21lLnRdXz57vV4fZHHnnrY8njw4\nrTX7fc9qdVIKcW/evFlUDeaG72njmTKXMzNzzi+Yu+XHaXKYvKS5nslxSn7uah4bnPnuUCbwDBeX\nz1NJPGqXXucLx+fRo0fEmOpl6gXGVIVMlrNzFxcXZfe5fv06qySoVdd12SGslXPO6eWs4Cb/jwy9\n41d+5dd468136Lqe1fIaIcD9ew9ExCmB6Hmn3e32ySh29P0e7z3r9Zpbzz2HSu1k6hldIBeACtms\nT40FhUK/WDScX8B+uxNSmpbd9vT0GtuNpev2nJyscGFE4QhGMUbQPmCcR6UQhqBoKlM8nXxvswc0\nx1/E0HeJmGlRGLTOWU6ZpnmHz6lumBUXBwova55uz49zxXfxCsYRbSWUGbxsJM1CastCCKiEsSlj\ncCEyOM+j8zVv37kHVUs3CK+HGTepd2OqsaIY8aqydH1PJDC6HkmRC/lUPOU+3XcpfRiGEaWNYLsq\nZ0MhBl8WtmSPGkI4k8rxWFHXwmNary+o64pxHNCa1BnUcu/egxJqrVbX8N6htWK1XNL3+9Rt1KYN\n1pUUvveaqlrIJpAygRNRURdMVWvRip63a3raeObV6dmlm+Mk2Vg49/jBH3s48+eOd4XLXjM3POV5\nDomLMU5MaDF0wtQESUuKC1zhXWS/36Ydtioi7cvlEu89169f5+FD0bO9ceMGwxho2lUCJXuISSd3\nHKmqNsX4gc16x7/8l7/Mw4cPQSsWyyWD61mvJdzp9n1p8JdTpEopgo94F2hsxRhFm0YhXkVwAz6T\n2cZAbS2LRct2uxX8IlHuXcqoVVXFWOnS3rYfB7Q+RWuRuezHjtoYVPBcv3mLs82Wl5Y1hgDRwzgQ\nCQf3Kk/W+X2vUnEnUDgxu92AVrZcf2vbg8+YbzbZAA3DWGqJcmfW+XfFGNlsxuLtRKVw+4Q/6dRn\nSmms0UX4LXte3eAYQqQfPEMAZwwowzAIUGyIrPfSiqYb5fqLd5X4TpUhhGlORjyj6xmGnqqy1HUj\nXkivSsJBqcPSBmPsY+FmvrbZAGQjkLOIbdumlLzUfoUgUEFmMGttePDwPpEg36vSWhB/DqVNkTXJ\nnppcewpNJUcr8/WTyZxPGx+JWq25oZhPpstG/v+xccnPZyLXZe+77LlseOavyRfVVjpZ80nHpmnq\ngkvUtRQOyv8ooHZ2O733PP/880j5Qoe1K97+9h3u3XvAa6+9xjCMfOYzn+FHf+SPEHzk/v2HfPGL\nX+L27ds8evQIoHg2xhgxNoMrjf0Wi0UJl3wKnfb7PcMo3I3K1qzX59y4cat8juAKRrSP006VPz8f\n85z8KO9z+HFEp1YsXbdjvV6zCIobqwplKn7jS1/l3/t3fphuGImuxxCp0qSd18XNvdr5ZiGGJNcW\nRYaxI/Z5oosWcRZDn4PgRb0PXTzOjDPke5YTA/0gJRC73Q5tLYvVUkKwxHYm1dzlTUdrjRsdIUTG\n0XO+2TJ4BVpkUbquo7HTdQKEJpGkSECMvgsxsZMFS8lyrXPQuaqF11M8fn3omWdMSAxxwpBUEDJn\ndPgwgg9S+R5dKgQWuACEr5VJhtZIGLTfb3n48BHXrl0r3lTezPKcmCsfapXx1iqx5afjC0GaTubX\nP20Nw0dACGweEhXK/FGYlcfx88dh06Vg7pFRO/Z4Dl7L4YVExQSuys3MDc1yBkoWSa4jUmVhzN3M\nHDpst1vqRc2Ds3PuPXjIruu5f/8h+37k9OYLtG3LO7fv8M6duzw8O8enrAG5w0G/Y9fvUF4Xoaa8\ny2VyYvEGcncIpQr+VDcAKdPhhW2dr3vOTswNwtxjkJICnwzVIRivlKEbBt65e4cQfohKa5QVDoyB\nklGbp+7zseX7rw0YnT0flYyVTWUqjmFwCL1g2nCywczn7l04CLVyOj4v2nk5QAZDMymOxHTO1H8d\nIQYl/qJ09pPNoxsE15t5XHnXlwUH6KlmL89nPw5lMedzP/T8DrNQx/P7SWM+V+c4ZT62eUGo1oLv\nZK96TpeYM/az4bgMp5w/PqZb5Hs8T1Q8bTxjj0eVcCpXd+dzEw7F5fVY8rpYMtAKMEqQdjnhhP2o\nCfs5xo0eM1Tz3RdLDJFcLZ2f1USiVzNMSMhqAMZK8WGMHmLE64B3sDy5yRtvvsPnfvXz3L//iP1+\nz6JdcXrjGsa2PDrb8P/9/C8m7MGxvejouoHzi0esVisePnxYJsFiscJUeTcXMiDJNR5GacRW1Zph\nTGRGHVFoxn4HXkDkqA1ulIXtR0dT1+w2a1zweGsITpVi0G4csFE0cwYf2HU97XLFZrdn3w/YMbId\n4PryOXZhw3vnPS+0ELuBU+sFmDaLKbUcwWpDSIa5NpbOecFQQodSBmMqFLBoa6yp2e971hdnAKWw\nM0YRZ8shhvE5a+RRDoZUmT0PvUUmwxc2ed0KXyYEh0kcKdvUDFGMUKU9moFh/YhKVYyx5p2HPao5\npXcj4LDKY0yNV5p9vyPEkTj26JObUgMVNCZYGmuw2tJ3OxpjCHEsBiDP+cq2GL0ghlFkRyJSHKpl\njVR1Q+9GIUMSpasEBq3m+s5jOaeqaoh4hrFLvCFHjIH1+hxrb9L1O3b7HdZEgu8F7xp6xl6yi8bW\nooGtSO2IBBvT1qDsCZhI8DL38nrq+x5tLbuum9QBnjA+EqHWfBwbl/cLvT7I5z3Ju3na3/Jc3nEy\nJwPg8c8D8Wy0NXgfCYhw1vnFhp/92X/CK6++QV0v+eRLn0SrSN97Hj64wDnFoj3h4YNHJbTyoyyg\ntl2wWe9QGGwyylpZVJy3Vw5ASKB1zW63KbVBUtcj3lnXdVRW3GsBbjXOZSkIXzwnofdL9XJ+bQgB\n1ckuPwyO05NrLBcrtvuO9XrNarFkQNGd7/jaa9/ij//w96O0YfA91xYNm2FKYUeSZ5tT90q8t6yd\n432+15LmN6ZKdP7rZfPphoFH52fTDh0l8xTGie8SFVSzGrC86y8WUnTZNE0hQ84xoxACUWuCd4Sx\nZwyOEEeG0XOxVnzr7btw69OQ6tfqupIUdGUxtaFJEIx8Zk6DK7wXb7kQ/pSU7ex2O6ypWS5XOBcE\n6+kbIiMheJpWSJa6MfT9WPqtZc8uz4McZk+pcDFCQgCUTFdVT5ljyZitS7lMTr1fXFyUa5ZJj0rp\nkkZfLlf4KHWGACGlacfuonhaVQKe7ft4ax85wwNPDp0+yLgslHoavnPZ33Mm88STyNovwBEmlL2p\nGCRkiEEkJX/xF36Nz//6V4k0XJyfc+PkOZbLVcExPPDo0Zq+99T1UibMuC9M6+wC56xfXdf4wRdP\nMMZQDMecCzWvqYkxTC52GsYY2a2iJ0Zbvm8cR9yY0qZ2Uv0bEqaw2WxoUuM4ay0+SMrYx0jdLPj6\na9/iRz/7Ms9dO8Ftdmy6gWhbggIdIzE1srMpNFFVSrMnzZwM4IdIcftjjLTtVDhpreW5554rC87l\n6vM48XpymJOzjXlYq0tZTQ795kQ/Yw1KqwSme3SUY0MbotXYpsEnMHpIQu061UO5PtEBjC4ayvk4\nYtQlhJGShEnSI1930OU+DqMvxn8YhqTffCicdniPZXNp2/ogxMtzUwwVIn+qK+blPfPawYyXHc7r\nfO0kpFdGs9tLuYVJ4vDLegL/cybxI51Ov2zMDcA8PgUOsJMnjWOgen4Rj7/nSb/noRlQ2KXZ21Hl\nM5KbGUJy/Q1Ey5e/9BW++c3X+df/+gu09Sn7PrJaNrx39yGf+tSKtl1hrOLhw9t4L8qA590jdvsd\nGjE084rnfO7WWqKTrMfcG3R+LDwY6ccUUUT8KKBDzmgopahCRWUDURtJ76ogXpW1NM2iLMhhGLBN\nXchnIv4ttPrVasXN0+ucrzfsN2tUW2GNofORV19/kz/yB3+Qk3aF9iNDCnm81lRamLVt3eBDoCIV\nCqt8b1OFtw8pRa1SlmuHMYbFQrphjt6VexVSyGU4pFjk2rb5Aqhry34vynpzEmOeN84NKEQyVdre\nOCpbs912PDjvJUxN6fbBjWWRSYYyorQu7XYy5kEUnlIuAvXeE3EFB8rGRKgQQ7nnVWXKpkMUgHu/\nl01psVgdlDtMaXd/ECFoLXwfazWbTZfqwXIaf0BrVTa3OZP9eJ20ZWPyeDfSNG35nuIV5w0/gdK5\nOPVJ45kbnqcBaJfVPk2p10OsJv9vvgvk/8+/5+AixcczZPNdMH9OLlYV7Ghyb2PMHpFmsbjG/QeP\nqKsV//c/+Wfs9wOn15+nqhYM7hxr69SGW7Ih2V3N4cVyeUJVVdx7712Wy2XxcvIOlvWBRIpgMo5d\n16H0JNDd9z3apN1Kx9RtwAt2kq6ND05c+aYR0NPntrhLRE0xaRPNaqMyf8YQuXXrFsPYUxmNwlPV\nK8axwzZLvvnWbU6vrfjMiydcb6wUxpK52RGrJyJl1/c0i9TxYObe5yZ8mduU9Xicc2imEDDGSJM6\naZKOO29Oy+USmEDQ/Pq5AFwGokt6PvefIqC1QmnDbhjY9iPKtnglJSJokXBdrVYsFgu2260cZzIi\nOUNYVVUKa10KzQTQ7hPYvd/vsaamrpvidbRtiw9CXPWZac4k7ZL/Pjk5YX2xLZ7LPHScd/aQLGSX\nkgLi9UV8ydzm6yrV7FPx7cQ3MwegfaUVKs0lY+tifMo6TB5lUXh8wnjmWa08LjNAx6TB3w7Wc/y9\nHyRjcHwcx15RjuVjDJyfrzk5uc6XfuMVwHD92g3Wmx4Y0w0WkpuwOieJh+ySZ1c3U/0zXyhPjvmx\nzAE9OQYSVyO1wYnTQgvxsGtoNrbaVul8JI5/PPScCaQnQ5zJeKULQaLNj6MUUVYRxqBZ7ztM8zzY\nQBwO5T/yd8yzZtPIG0LGZqbQt/wOgWU99ZbP18fHw++Zb0T5OzKloEiHHpXhRCJBB4IP9H1H9Elf\nSBkGN1K3S7p5MWryrHJImDex/Lc850uaOj8/pxfM5/YhphkO7psx+uDvfE2896W3Vg6TiiE9gizm\n9zMbyPnnKQ6pD/ma22qeaVaFXkIy8tnbNkY6uxpj6IaPsMfzQQzP/CJ80M88NhDH/58vwifhP/P3\nB5+td34fVFWbjEVKE+uaz/3qF/jVX/k3rJanKKV5/oVPcv/+fZplxdnZBcobzs8fcXJywnLVikdS\n3GNHiOKFTDIS6oCPst/vGbqhpENJLW36IXXWdJGTa0vOz8+ArI+rRKcZ4cl4H/AeKq0BYdkCBG/E\ng8OU9LFOmEiWmJB+6jvOzs64dfM6za0b3L33Ht0wcrJc0PeOnfO8+vob/NBnvgflHY2V98cYIUa6\nUSapkMwOMRbvJyBadu1DolyeC+v1GhB8gtRRormE/Z5FsrLHM4590fKZG44817xOrXYiRGVAR/ph\npD25wb0332R1/ZQHD9e4YcB5zypJhnT7vdQE+kBkSpVba9FKQqh8D40xRMyBARBWt0n3HBrXsNtt\naOtm2ij0MeYo579er6mbZRF9z0a1rmtC9IUcKN83YT7SwV6nqELoFHpWUqLUhJflOdh1vYispU0p\njBLOGj0ZqXyt30/k7pkzl5828gTJk+/92JDwZOzmO3nN8fPz0CtP6vmOa4zhX/3yr/O5z32Ra9du\nYqpWUuGPHtH1W5SNXKzv0ZjrOD+w2V5w48Z1bty4jveKYRywlUGblk2Jwccia5GPoVRbh6zMNxHQ\npuyMKs3/cssbbRTIui875TBOxi17GLJoDUoZQvTpPbG42W3b4oe+4E3jMFAZzWa/lU6dITIQudh2\nvHn7Dn/oB19GuwE02MwtAmkjnO7t5NJPwGlg+l45j0lzWc+MMVAWbnB+tmhU4fJk/ky+Tvnv3Jl1\nvuObyrAfR/ajw0RZsLZpccry8NEZF06wjd4JH2je7qXOfcwL614yWKaaDFHBfdS0SPPcDsGX4xai\n33AQ5uZzmXtF+RzmnuMcXJ8bqYlFLkLw2ftxbgKV8xyX18nxNE3DOLjkdQke55wToz9bNsXQFoD8\n6UJ3H2nDk2Pjp5EKLxtP8mTy/44B6KcdRw5H5HEmVEnhXC5evH37Db72ymu8/PL3olXN/UePBLgE\nPvWp70FXEl9vz12ZQGdnD2nbmqatqcgV8KIfdHFxUepe8rlkOnxd1cQxL6ZYQEsQLKfrRtpFTQiC\nTXnvGXpXzkMwKkVdtQlHibTNclrYefcCcJGoY8FVMubWdR0PHz5ksTAsVkvW/UhUirptCaMD2/D5\nL32FT33iFqc1KC1dHZRSDOOIjlCbqT2K7KriAeXQcW7054zqse+pmroseGVNMQAApELPGGNqKjjO\nQqyx1MvNCxnzd3XdDqxl1bSE4NAEuuh579FDLnYj+2DJXq9Siqqp6fe7dA7ShllFhVYVy8UJ1tT0\n/cg4CrtY+DGqtBA2xhXjM3k/UyeJ9foc005heT6vYeikiDZMdYtAybJBSkZU9QHumY1dnrdaw26n\n6HupI/QhZ0htUVpYr6WtDsBqdU26qg6e2li8kWPKxbtaS6ugcRwvLYCej48MuDzXCsmL7UlSGMeA\n8TGgfDgOn9MzKjqpTU2YVRRPnydV6gCNlfokpaHrJCU5jiPLdsX5+Tm/+Y3XuXnrE6w3e5zr2M76\nXLt1Kr9gwSc/uWKz2bDb7dhsNrz99tvcunWLk5MTVssThrFn59bFvd3v9ywWiwIsd11H1wsonb2i\nYeiwVqQNjK6pqgYVAlYpIhrvBzRS4JfPTWnD2CVav06ZMCPp2j5kMajcw4mknSykwuVyKUxArXA+\nlMZ9F+szrrcttbKMMXLRBe5f9Dz/yZv044A1SZbDtuBGRi/XvmpWKUsUqCojHCiDEDV1wl2CIipV\nWNBD1xcvhhBxiwFdi6cQtGJI3RBc8Oz6roQRmoAbJdSylSH4kXGYQrlQj+ihRmOwlWX0A7SWh92W\nTtWMocG7LfiQOrgquqFHWUPMILo1xFDRd1CfNFgT0XooXoQ2ueBYWOAhDoQ4ErzUmynVUlcLjO6w\ntsU52SjkfB0gxEfvAyrVs2WPxbmJlxRCQBrteYKP0v01TF6PeMuO6DxWK6IfMNpiiCgc0Y+AwSAc\nrrzpagwxjPhRNg6rNf1eCkpHnzq22BqlP8IEwqeFPE/CZ572+BjfgcdF4y8P1y5vc5w/b586PhpT\npdYxGjeOfPP1t7hz5w5n5x3rbkc/jMWdz2GEc65kPTJBK4ct9+7do+s6XnzxRU5OTugHSZFmmQrn\nRHRcCIWidRKTlzDXcFZKFa9AKTD6ELjN3tK8jibEqT4KpNOBXIlMYbCT16GEBZ7xk66XZnQ3TldU\ntmG1WrHfbAV3ig6CYQiKb731bb7vxeuQFg4hUtVWeo2nENrWj/c3K259Dp2YPNPMwykZviiZvTD0\npV5qDu4WDWE9PZ+LGHM4V+aSj1gDVmkUihHxas/P9vT7Dm0XSXd5X7S3c/eRqppCFeEbSfao70X+\nomSflCEohbUqGZSUXfUkbE/CJ9H6ltormUtD2Wxydb9WiRaQNqPskZqZMNnxfM7zswDabtIBr+uW\npm5K0kRrDVHlAqHSDil70lP4/7gChPRfe/J45h4PzLMz0wV7Gp7zJKNz2e/f+jFB9heFDZxcyKjp\ne8/52YY3vvUWm82WvhdmaskOqKkYMrvQmZuTw6blcik9mM7P2W63ogvdNPT7XfF4Mi6R3fE5dgFi\nOJqmSv/LxycFhvOFPM92ZExn4gLZ1DViKpide56ky5DJe1VV0aeOlOPoqZtwuHjL/TRcbDv60VEZ\nkbkQwDIfh8YfiXflHTlTCfJC0VqVOZGvXx7ZkO774UAoa15IqpQiqIhlqvcrxaVqAritaVBKwHCl\nFFpZhl5KWPJ9zN+Xr2kOc+YZqnn4HvFkLR4pA5Ji0LnWtjU1gx/IYVxOFMilN+WchHoxo4Ho+Ni9\nneNC2fjON+Rj4xvUtNbmOFuWfZX7JMcpJRlJqUHNJGvIetZZIvjJ2lflnN/3Fb/L40kh0vs99zSP\nZ/73XGz9KUcxezzfeWWRdskT0VZDrFg/uODVr/8mD+5fIBleyzDsSjO4jC9kKnue3JNXIt+xWq0w\nJusddyyWLTFpEc+N8Fx/mHCoQzNnK5dUezi8Fo+nrQVElvePhJHkTkum43HDc5ipEQPq2RKom0Vp\nIRNCYAgBEwLtYsHZfuS9B2e88Pwt6iLRIXT+iLShGbfbg2r+vMDnmEZuKXy8OWWDHIj0rmO33xRP\naG4clJLCWV3ZA28nN0Asm4Ox0iUjasYofvBm43h01mFMRecmYD1jIPMNQYYW78QPNDRYC0rHksHz\nQWNMhXM9+11f8BOXBOv6fkyfnTc/ktHOrZaEbLjf9/jUsWLO9xIv51ATZ87Ez/cpvy+/p6qEJFjK\nW+KUHo94tNG4UcK0qjKEgLTJQb5Ppokqa2nsu6euuI+E4TnGdp7krcwn3rFr/qSwTClVQhaRdpyY\npWWHyrKjSYrUe6GoSxpaUVkBL0cXePWVr/DuO/e5ON+z3QxJPKsHqyAJZmX3fkqVHmZtMoktxlhk\nNd544w2WqwXf+7J0AprvWlkSoWkaCFMFskhlnElGKX3m6IaDHSy75dlTyIYMBSGl1uu6QhtpFIcC\n513ZnUEKFkOUFKlVS7Y7If2NqSK7ri1NJand52+eoIIlGjgf1nz+y6/wp/7kT4hCo1HQj1RGQMg4\nBqyZsj3z63OcuQpHBjfv+kAJdbTOCytfXymilc0EQpjCxVWgnEkAABIjSURBVLwR5HISpRTLpk6Y\nGTy62LNzkTfffsB+0OiqZn+2KSS/pmkY3XDQHy1jYj6MQMT5nq7fk0tbvI/UlXShNbrCqxw+uQS0\nC/C7XC5Lf/jtVnqbG12l7JYvYZB3k+Gbz3URd48H4mv5+HLIV0iNpi6vc84RdV6TifejpCTae4/S\nOWsmGGguRkUpggpUdSIkDj25n9qTxjM3PPMxNxZPC5Uuw3KeNPIumgljcwr99N7kNiogVSfHmPEg\nTVXXnF9c8MYbb/P6t95mfbEjBM3gpEDR2Jox9NiUYcm7yrwLQN5d5uLduddRYRCHqX9U1nqeh11d\n13GSGLl58Uyh15T2Jkxp1/munL2VrLEjpcdJ72XsMLpC597iMw9DlfBr6vYprNsKoppkL4eOIUTw\ngW50LHVN50buPTjj0y/dIow9bS1SoSpoAhoV5jq+k4xDZuFKJqgu1y6nkTO+NY4jYb+Bo0U2L5/Q\nWhepkOOw7nBRJgzLD9DI9667wOAquuBxHNI6sjd7GNokcqQJUuwZhXeldExGf2q1LQ0Ms4RFhUJq\n6NyYjLytMaYje+FG10VLJwvq5++fe7d5zh9nb/O8nKfa52Ga90nEDVBq3gpc1kduCJlD/RDESzbW\nlkLfEJ1ECv6w++jxeObg8tO8myd5MZd5Ok/6nPmFzYLi+WYBydtJQippjOOIQshczjm+8dobnF9s\nuHv3HuuLDu8VfTcwDL6kNHe7HX7rDhZsxkXy+cyPOac+8yRZLBY4P3L79m2ef/75A+GuvCgz3pMN\nyJxBmzGazO6d0w+Oi0ettUSf2bYR50ZILnUImhhHtH2cAFZVFXjFarUqXQn6vme5aGnblvOLR4zO\nU9cNMVhcGBjCyBtvfptP3FgRh45GNSgPY9Qo00g/LDXpyUxp/cOylTmRMreR3u/3GGME3HY7smcj\n55oq+tO100rBOBnOOY6Y75UbA7qCzvVsR8W6G3nvfM8+GDo3MoQx4WpNYZvnMEupDOaqEopKYafG\n+4hS4lkED8aQ6A4u4VGB5dKWeyU9uHIdV2auT+Gud/meT6GpbKyp2j8VDj9pncwpKvN56b0Hna//\nhDFmCZLtdoNSmuVyiTX1gZGXmeYwKcyz+iNMIMwXZG5kji/G8euP3zt/fh625ZHj+Qzkzg2RUirp\nyMLc+FRVQwwSb9+58x5vvPEOF9sd+12PC+C8mKv9sMe75FVEV3bpvEAygJm9mGz4sgc212G21oKK\nnJ+fidu/XJbeUzmLkzkp2S2eGxeYdnfv3cF1PQa7m6ZBOV0muVSIy7mbkkafl6uAIhCCIswkL90Y\n2W73tE1NXYvo92a7JaJF22YcqE9W3H/0kPV6S6MDalUDSjLyWmO0QnFoKOcGOT/O1zHjZtkI55HD\nyPkcms8prRS2nuqeMlFvXgsVjSIoDzpy//yMb9/d8mi7h/oWLvSMYaRSsqC6TmRBsiHPXUPl+zJn\nZqTvO6QNtBXtHDXnhcXigVpTp2sAw+Aw+6F0oZ0b4TIHMDjXl//JtcidVqd5Nc/e5fPO81HmepWM\n31jeDxOGFoOEUW3b0rZLckvrXK3u3EDdLsqcj0qaFdj34fq+PxX4d3FcBgrPGaYQUyzpCcEfPJab\nl6UhJJYXAhoHz+cwI7uHedfP30PUhJGp6hvPentBVJq3b7/HK6+8wcOzPfttYL9zuFHRd9JR9GR1\nA2trYpTPl17Yhz2avPfs93uhtFsrVc/OCQNXa4hSyOmdw2jL4tp1dl1PQLFYiXYzwVFbzWrRoDVJ\n59mwWDTkKmxjKryPkq6VpczoA6MP2LrB1g1o+R/a0DSL5MpXqBjRIWBipFKRWit0cNQaGqPQKuAG\n6WgZtUGZGnQFBPbdhodnD0ArTq5dQxvYd1uCG8Aa7vcDWyxfe/0NztYd3ilUlIXoXUBjqXSDVRY8\nqCC90/EBHcGghOuCGARTaaIKRO2oWk2ztNhKY42iqS1tU1FZjVYRo8EahdFiDKJyKBNolxV1a4jK\nERiJKjD6AcuWrvecDTf58lsjn//mI3ZRs3d7NpsN/aC4ees6J9dWaKPo+31ZzCFxnbTWKCPCY/3g\n2e5GhjEyuoALI0H1sjitkcaHweO8Z9/vsHVFwBPwDG5kcKOUNdiaEBX7vqcbBkYv//dBmk7WtS3p\nfGMSdcCLVG0um1A645pC1rS2Fp5QBB+FPxWVYFm6qvEx4kKgXbU0J0tUbYkWTGXox559v6MfO3wM\nPLw4Z9vvQSvaVUtUjshHmLn8YYxseI4lEOa/pZtBxPkMltb0fc/Z+Zp9N5RaJ9mNRpwLQszTc92T\nybhljKQYN3JxJ495IvPMlApBCv70YWg07d5TeJAB5znJ8tjbm6dY5zF+zoIcv8Z7jx5HVIzFsMCR\n5xk1Ji02FTw+5Dokl1KtU8rZVprt6Fg0hn3Xs9ntqaomERoNJh9vlFBi2kwOPd2cAAgxyEJrLN6r\ncm+9H6nMHOANB73R8jXTcUqn57Y+MpLHNfYMveV8qDjbRvbeottKDKCuqCvxRNu2LpK2mWKQQ18X\np3su16MqIL1cy0CMU4h3jLPkuTKfO3Vdi5yHnubMPCwt1yiKyNj8NcfXcaIUp2uibAKCp3ZN82SI\ntoa6qQsnzRMx1gqZU4FSiOdY2VKRrpSQP582nnmo9X7/n3tFl5VMPC2jBRNhMOu5zI1Ofmys9CYK\nThMQKvo3Xnudd965wzA4uk7c2DkZMIPV0wIWQW2l1IHwVgY59/s9bdJJzqnO+U+QLROT+oLvdrsi\n7ETKxoQg8hZN0xRi4TGwOO/fND+G+TWca69kjGAO7MYY8U6kNecGKk/2qhLlvWANoxvSOUTqWuL/\n7OEt22v0u4BaNDy6uIBx5Ptf/j0s6wqjoVkshB6gJPMkhkIWkFIKETOXlr0+CX5lPZkJEH38fPPC\nOTY8fsjthicdmjkeZ6oWvObs/o737j8EJZmjMYwpHLIlNNlsNmUOZEPnnGMMnqaV+2XNhMtkYN4l\nhUlrqyLPMcfgtD5sEz0/N6UOjdUUkspm13UD2hzKYuTv11oTgzCeD9ZMskOSeGkmmZBUqmGULqFt\nTjSI1EZfjFPTSGar73t23uH6AbNaPHVtP9NQ69d+7d88FWC+LBS77Gf+mjlnoYCGzhUl/eOwLsbI\n6D2jB2MbYtC8ffsu775zj9HDepvalnS71AMpolTur97RdbtSdJcny7vvviVgc8pY5UWQm53tUyuU\n+eTIcXeMsTCXY4zl5s6LHZumoW3bWZztSkYsT96JdOaLwci78zxrdXy959dvHEe6rivcle32rBjS\nnCGccAkRQremLsBj13W0ixOGoNF2yeDh3oMzqrpNnslEjsxp8HJP1eSljWMvgunjwNDtCW6E4DEK\njIK2bqiNpbEVja1oq5pl07KoGyptxNMJEWsM3jkpbrUWm0DnL795B2KkdxGnLXcfnuHQ2EoKX326\nfsvlkhCg70fW663gNulHwixb2vIAswziYTYpe5z5nmfDlRexUsJy3263wOPwQN7ccpJiLqQ/N8Dj\nTNoVJj7P/CfjZPO5k1/rnBMD2/VSWqE0lTF0ux0qRCptaKsaHSW4t0QqBUbHpH7w5PFMDc+v//rn\n3/c1lxmXY2P1JNA5/53T1fMwYP6jlMbYlmEIvHvnIV/4/FdYbzvWF1tRUtMSi/fjQFSw7zsGJ2JH\ngUg/Duz3+7JbPHp4p2Rddrtd6beVq4nnmappcY2lqDHvejnzlSdnNiDzVicFBEzGIP8U8l2YpArm\nHsCxFsv8d35NLkDNRm2zEeC7rmtWqxVtu6SyQvzbbHbpeqfvUJbdrsdUK843PcEuiXbJl195jc1u\njwsjEIh+xKcf6VqaeoorRepRcWA0s5EuzNswB3WnpEGfpEmzoYTM9G7Kdc/X4Etv3hG6gtc8vOh5\n4/ZdVL1AtS0+KrbbPc45rl+/Tt22KGNEdF4pFqsVdduirZXM4JFnnu9RNjz5mLOhyP/PmjZ1Ldmv\n1WpVwP9MWJx7ynBIogQOvF8AP1M0zJtQDg/nP5mHtN/vy5zdJbXJbNgyPy0XOWcDKX3aRuLoqJSi\ntZrWKjQf4XQ6T8leyXOHRuY4xXqMk1xGFc/u6JzheTxCVHjn+cZrr3Pn3fsMTrHfbdNuF1nvJXuh\nq+R24g+EwscgzOLc0jWHDfMMlPcemyZGNkA5y5VvZjYqjx494tpqxaNHj7h5eqNgVG07sZrzuWd8\nYQrZDott55T+Obcjf1+eQKW6myT+VDcoTMm+ZYYvQG4KqIHValU4Ruu1dCGV7zGs12s2vac2LRf7\nkWAVN0zL17/1Jj/yQz/AMHZcX63Y7aSQc7FohE+UCh4h4WWpYDGEgIpBsKHo0QTaOoVMMRnxXJZy\n2X1ORD18wNaaYd/JgkahQqQPhm/fe0jnNUOAcbvHe2Gut4sTqrrGhcBmt2NwjrptMZVID5iqIgDK\nT11TfZLqEO9EGhXOPdJ51X2eq8cEv6yzM89KSUJhKvqct/KZi5LFyMFrKlsfbCpaaypblbkwT7Hn\nDivSHEARk96QUtDUjcj9yiyDGIghiuh9DDx3/QTl9k9d+h8ZcDnvEoeG5oMLgD1pHHtLl41hGLj/\nYM3rv/kWZxdb+i7S9QMxKvokoQC515Siqiz7/W52kzxRT0zlXJuVd7KidnfkiVRVxXa7nVi7SqGi\nvGdIE2wcR0wSchJDZg7OI0+6DIiTMhjHJLGcss+GeAJAJwwgT1LvPZXK7NSpTTIz7yzGiDaaplmU\n8PHevXt88pOfZLlcFa5NPzoqXbEbtvghcnLacO/+Q3bdnlvXV0kX+XB39D5nRCKS1PPoppFiVW1E\nDR6BhqIowwsgnq9LnHSxD4YSzELp1GYHL/BSjBAi3Rj45hvfJuiW4A22runGMxSaphXt6ThKsqGu\n2uLZKYz0TI+HpL35ddVpfvhx0tnJRmS/E0+3aaZkQb4PzjkWi0bu77A/CLmn5Mh07469/TlQbbRI\nYczpEpetF/mZ4WYhyLVHQtax66nrhnohzS2FpySMDK0CJvRcb59er6XeD+D93Roq61pejatxNb5r\nR8wU66PxzAzP1bgaV+Pf3vFMweWrcTWuxr+d48rwXI2rcTU+9PFMDI9S6ieVUq8qpb6hlPobz+IY\nfqtDKfU/KqXuKqW+NHvuplLqnyqlvq6U+n+UUqez//20Uuo1pdQrSqk//WyO+v2HUuplpdS/UEp9\nVSn1ZaXUf5Ke/1ifm1KqUUr9qlLqC+m8/qv0/Mf6vPJQSmml1OeVUj+X/v54nNf7kfN+p38QY/dN\n4NNABXwR+H0f9nH8No7/jwE/Anxp9tzfBf6L9PhvAH8nPf4DwBeQ7OH3pfNWz/ocnnBenwB+JD0+\nAb4O/L7vknNbpt8G+BXgx74bzisd738K/M/Az32c5uKz8Hh+DHgtxvhmjHEE/hHw557BcfyWRozx\nl4BHR0//OeAfpMf/APgP0uOfAv5RjNHFGN8AXkPO/yM3Yox3YoxfTI83wCvAy3x3nNsuPWyQhRf5\nLjgvpdTLwJ8B/ofZ0x+L83oWhud7gG/P/n47PfdxHi/GGO+CLGDgxfT88bne5mNwrkqp70O8ul8B\nXvq4n1sKR74A3AH+WYzx1/guOC/g7wN/nUPt3o/FeV2By78742PLUVBKnQD/B/DXkudzfC4fu3OL\nMYYY448iHtyPKaV+iI/5eSml/ixwN3mpT2PafiTP61kYntvA987+fjk993Eed5VSLwEopT4BvJee\nvw18ava6j/S5KqUsYnT+YYzxH6envyvODSDGeAH8PPCTfPzP68eBn1JKvQ78b8CfVEr9Q+DOx+G8\nnoXh+TXgs0qpTyulauAvAD/3DI7jtzPmwiYgx/+X0+O/BPzj2fN/QSlVK6V+L/BZ4HMf1kH+Fsb/\nBHwtxvjfzJ77WJ+bUur5nNlRSi2AP4XgVx/r84ox/q0Y4/fGGD+DrKF/EWP8i8D/xcfhvJ4REv+T\nSNbkNeBvPsuswG/h2P9X4B2gB94C/kPgJvDP0zn9U+DG7PU/jWQQXgH+9LM+/qec148DHskyfgH4\nfLpPtz7O5wb8cDqXLwJfAv7L9PzH+ryOzvEnmLJaH4vzuiqZuBpX42p86OMKXL4aV+NqfOjjyvBc\njatxNT70cWV4rsbVuBof+rgyPFfjalyND31cGZ6rcTWuxoc+rgzP1bgaV+NDH1eG52pcjavxoY8r\nw3M1rsbV+NDH/w83jDqBK8ZNYgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f66358e5050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dpakhom1/anaconda2/lib/python2.7/site-packages/skimage/io/_plugins/matplotlib_plugin.py:74: UserWarning: Low image dynamic range; displaying image with stretched contrast.\n",
      "  warn(\"Low image dynamic range; displaying image with \"\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUsAAAEaCAYAAACYZXXMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f663405d0d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from __future__ import division\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import tensorflow as tf\n",
    "import skimage.io as io\n",
    "import numpy as np\n",
    "\n",
    "sys.path.append(\"tf-image-segmentation/\")\n",
    "sys.path.append(\"/home/dpakhom1/workspace/my_models/slim/\")\n",
    "\n",
    "fcn_16s_checkpoint_path = '/home/dpakhom1/tf_projects/segmentation/model_fcn8s_final.ckpt'\n",
    "\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = '1'\n",
    "\n",
    "slim = tf.contrib.slim\n",
    "\n",
    "from tf_image_segmentation.models.fcn_8s import FCN_8s\n",
    "from tf_image_segmentation.utils.inference import adapt_network_for_any_size_input\n",
    "from tf_image_segmentation.utils.pascal_voc import pascal_segmentation_lut\n",
    "\n",
    "number_of_classes = 21\n",
    "\n",
    "image_filename = 'me.jpg'\n",
    "\n",
    "#image_filename = 'small_cat.jpg'\n",
    "\n",
    "image_filename_placeholder = tf.placeholder(tf.string)\n",
    "\n",
    "feed_dict_to_use = {image_filename_placeholder: image_filename}\n",
    "\n",
    "image_tensor = tf.read_file(image_filename_placeholder)\n",
    "\n",
    "image_tensor = tf.image.decode_jpeg(image_tensor, channels=3)\n",
    "\n",
    "# Fake batch for image and annotation by adding\n",
    "# leading empty axis.\n",
    "image_batch_tensor = tf.expand_dims(image_tensor, axis=0)\n",
    "\n",
    "# Be careful: after adaptation, network returns final labels\n",
    "# and not logits\n",
    "FCN_8s = adapt_network_for_any_size_input(FCN_8s, 32)\n",
    "\n",
    "\n",
    "pred, fcn_16s_variables_mapping = FCN_8s(image_batch_tensor=image_batch_tensor,\n",
    "                                          number_of_classes=number_of_classes,\n",
    "                                          is_training=False)\n",
    "\n",
    "# The op for initializing the variables.\n",
    "initializer = tf.local_variables_initializer()\n",
    "\n",
    "saver = tf.train.Saver()\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    \n",
    "    sess.run(initializer)\n",
    "\n",
    "    saver.restore(sess, \"/home/dpakhom1/tf_projects/segmentation/model_fcn8s_final.ckpt\")\n",
    "    \n",
    "    image_np, pred_np = sess.run([image_tensor, pred], feed_dict=feed_dict_to_use)\n",
    "    \n",
    "    io.imshow(image_np)\n",
    "    io.show()\n",
    "    \n",
    "    io.imshow(pred_np.squeeze())\n",
    "    io.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's display the look up table with mapping from class number to the name of the _PASCAL VOC_ class:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 'background',\n",
       " 1: 'aeroplane',\n",
       " 2: 'bicycle',\n",
       " 3: 'bird',\n",
       " 4: 'boat',\n",
       " 5: 'bottle',\n",
       " 6: 'bus',\n",
       " 7: 'car',\n",
       " 8: 'cat',\n",
       " 9: 'chair',\n",
       " 10: 'cow',\n",
       " 11: 'diningtable',\n",
       " 12: 'dog',\n",
       " 13: 'horse',\n",
       " 14: 'motorbike',\n",
       " 15: 'person',\n",
       " 16: 'potted-plant',\n",
       " 17: 'sheep',\n",
       " 18: 'sofa',\n",
       " 19: 'train',\n",
       " 20: 'tv/monitor',\n",
       " 255: 'ambigious'}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pascal_segmentation_lut()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's create a contour for our segmentation to make it look like an actual sticker.\n",
    "We save the file as _png_ with an _alpha_ channel that is set up to make background transparent.\n",
    "We still visualize the final segmentation on the black backgound to make the the countour\n",
    "visible. Otherwise, it is hard to see it, because the background of the page is white."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAR4AAAEaCAYAAADHWDjAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\npJUX2HgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f65dc0a0050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Eroding countour\n",
    "\n",
    "import skimage.morphology\n",
    "\n",
    "prediction_mask = (pred_np.squeeze() == 15)\n",
    "\n",
    "# Let's apply some morphological operations to\n",
    "# create the contour for our sticker\n",
    "\n",
    "cropped_object = image_np * np.dstack((prediction_mask,) * 3)\n",
    "\n",
    "square = skimage.morphology.square(5)\n",
    "\n",
    "temp = skimage.morphology.binary_erosion(prediction_mask, square)\n",
    "\n",
    "negative_mask = (temp != True)\n",
    "\n",
    "eroding_countour = negative_mask * prediction_mask\n",
    "\n",
    "eroding_countour_img = np.dstack((eroding_countour, ) * 3)\n",
    "\n",
    "cropped_object[eroding_countour_img] = 248\n",
    "\n",
    "png_transparancy_mask = np.uint8(prediction_mask * 255)\n",
    "\n",
    "image_shape = cropped_object.shape\n",
    "\n",
    "png_array = np.zeros(shape=[image_shape[0], image_shape[1], 4], dtype=np.uint8)\n",
    "\n",
    "png_array[:, :, :3] = cropped_object\n",
    "\n",
    "png_array[:, :, 3] = png_transparancy_mask\n",
    "\n",
    "io.imshow(cropped_object)\n",
    "\n",
    "io.imsave('sticker_cat.png', png_array)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's repeat the same thing for another image. I will duplicate the code, because I am lazy.\n",
    "But images can be stacked into batches for more efficient processing (if they are of the same size though)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAD6CAYAAAD0g9OIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcb300798d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dpakhom1/anaconda2/lib/python2.7/site-packages/skimage/io/_plugins/matplotlib_plugin.py:74: UserWarning: Low image dynamic range; displaying image with stretched contrast.\n",
      "  warn(\"Low image dynamic range; displaying image with \"\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAADkCAYAAADNX7BjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcab801d550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from __future__ import division\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import tensorflow as tf\n",
    "import skimage.io as io\n",
    "import numpy as np\n",
    "\n",
    "sys.path.append(\"tf-image-segmentation/\")\n",
    "sys.path.append(\"/home/dpakhom1/workspace/my_models/slim/\")\n",
    "\n",
    "fcn_16s_checkpoint_path = '/home/dpakhom1/tf_projects/segmentation/model_fcn8s_final.ckpt'\n",
    "\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = '1'\n",
    "\n",
    "slim = tf.contrib.slim\n",
    "\n",
    "from tf_image_segmentation.models.fcn_8s import FCN_8s\n",
    "from tf_image_segmentation.utils.inference import adapt_network_for_any_size_input\n",
    "from tf_image_segmentation.utils.pascal_voc import pascal_segmentation_lut\n",
    "\n",
    "number_of_classes = 21\n",
    "\n",
    "image_filename = 'small_cat.jpg'\n",
    "\n",
    "image_filename_placeholder = tf.placeholder(tf.string)\n",
    "\n",
    "feed_dict_to_use = {image_filename_placeholder: image_filename}\n",
    "\n",
    "image_tensor = tf.read_file(image_filename_placeholder)\n",
    "\n",
    "image_tensor = tf.image.decode_jpeg(image_tensor, channels=3)\n",
    "\n",
    "# Fake batch for image and annotation by adding\n",
    "# leading empty axis.\n",
    "image_batch_tensor = tf.expand_dims(image_tensor, axis=0)\n",
    "\n",
    "# Be careful: after adaptation, network returns final labels\n",
    "# and not logits\n",
    "FCN_8s = adapt_network_for_any_size_input(FCN_8s, 32)\n",
    "\n",
    "\n",
    "pred, fcn_16s_variables_mapping = FCN_8s(image_batch_tensor=image_batch_tensor,\n",
    "                                          number_of_classes=number_of_classes,\n",
    "                                          is_training=False)\n",
    "\n",
    "# The op for initializing the variables.\n",
    "initializer = tf.local_variables_initializer()\n",
    "\n",
    "saver = tf.train.Saver()\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    \n",
    "    sess.run(initializer)\n",
    "\n",
    "    saver.restore(sess, \"/home/dpakhom1/tf_projects/segmentation/model_fcn8s_final.ckpt\")\n",
    "    \n",
    "    image_np, pred_np = sess.run([image_tensor, pred], feed_dict=feed_dict_to_use)\n",
    "    \n",
    "    io.imshow(image_np)\n",
    "    io.show()\n",
    "    \n",
    "    io.imshow(pred_np.squeeze())\n",
    "    io.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAD6CAYAAAD0g9OIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcbe0ddfc90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Eroding countour\n",
    "\n",
    "import skimage.morphology\n",
    "\n",
    "prediction_mask = (pred_np.squeeze() == 8)\n",
    "\n",
    "# Let's apply some morphological operations to\n",
    "# create the contour for our sticker\n",
    "\n",
    "cropped_object = image_np * np.dstack((prediction_mask,) * 3)\n",
    "\n",
    "square = skimage.morphology.square(5)\n",
    "\n",
    "temp = skimage.morphology.binary_erosion(prediction_mask, square)\n",
    "\n",
    "negative_mask = (temp != True)\n",
    "\n",
    "eroding_countour = negative_mask * prediction_mask\n",
    "\n",
    "eroding_countour_img = np.dstack((eroding_countour, ) * 3)\n",
    "\n",
    "cropped_object[eroding_countour_img] = 248\n",
    "\n",
    "png_transparancy_mask = np.uint8(prediction_mask * 255)\n",
    "\n",
    "image_shape = cropped_object.shape\n",
    "\n",
    "png_array = np.zeros(shape=[image_shape[0], image_shape[1], 4], dtype=np.uint8)\n",
    "\n",
    "png_array[:, :, :3] = cropped_object\n",
    "\n",
    "png_array[:, :, 3] = png_transparancy_mask\n",
    "\n",
    "io.imshow(cropped_object)\n",
    "\n",
    "io.imsave('sticker_cat.png', png_array)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After manually resizing and cropping images to the size of _512_ by _512_, which can\n",
    "be automated, we created stickers for _Telegram_ using [Telegram sticker bot](https://telegram.org/blog/stickers-revolution).\n",
    "\n",
    "Here you can see how they look in _Telegram_ with the transparency and our\n",
    "countour:\n",
    "\n",
    "![alt text](data/imgs/mobile_screen_shot_2.png)\n",
    "\n",
    "![alt text](data/imgs/mobile_screen_shot_1.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusion and Discussion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this blog post, we presented a library with implemented and trained models\n",
    "from the paper \"Fully Convolutional Networks for Semantic Segmentation\"\n",
    "by Long et al, namely _FCN-32s_, _FCN-16s_, _FCN-8s_ and qualitatively evaluated\n",
    "them by using them to create _Telegram stickers_.\n",
    "\n",
    "Segmentation can be improved for more complicated image with application of Conditional Random\n",
    "Fields (CRFs) as a post-processing stage, which we described in the previous post."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
